{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import gym\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import sys\n",
    "\n",
    "from collections import defaultdict\n",
    "\n",
    "from lib.envs.blackjack import BlackjackEnv\n",
    "from lib import plotting\n",
    "\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = BlackjackEnv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mc_prediction(policy, env, num_episodes, discount_factor=1.0):\n",
    "    \"\"\"\n",
    "    Monte Carlo prediction algorithm. Calculates the value function\n",
    "    for a given policy using sampling.\n",
    "    \n",
    "    Args:\n",
    "        policy: A function that maps an observation to action probabilities.\n",
    "        env: OpenAI gym environment.\n",
    "        num_episodes: Number of episodes to sample.\n",
    "        discount_factor: Gamma discount factor.\n",
    "    \n",
    "    Returns:\n",
    "        A dictionary that maps from state -> value.\n",
    "        The state is a tuple and the value is a float.\n",
    "    \"\"\"\n",
    "\n",
    "    # Keeps track of sum and count of returns for each state\n",
    "    # to calculate an average. We could use an array to save all\n",
    "    # returns (like in the book) but that's memory inefficient.\n",
    "    returns_sum = defaultdict(float)\n",
    "    returns_count = defaultdict(float)\n",
    "    \n",
    "    # The final value function\n",
    "    V = defaultdict(float)\n",
    "    \n",
    "    for i_episode in range(1, num_episodes + 1):\n",
    "        # Print out which episode we're on, useful for debugging.\n",
    "        if i_episode % 1000 == 0:\n",
    "            print(\"\\rEpisode {}/{}.\".format(i_episode, num_episodes), end=\"\")\n",
    "            sys.stdout.flush()\n",
    "\n",
    "        # Generate an episode.\n",
    "        # An episode is an array of (state, action, reward) tuples\n",
    "        episode = []\n",
    "        state = env.reset()\n",
    "        for t in range(100):\n",
    "            action = policy(state)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            episode.append((state, action, reward))\n",
    "            if done:\n",
    "                break\n",
    "            state = next_state\n",
    "\n",
    "        # Find all states the we've visited in this episode\n",
    "        # We convert each state to a tuple so that we can use it as a dict key\n",
    "        states_in_episode = list(x[0] for x in episode)\n",
    "        for state in states_in_episode:\n",
    "            # Find the first occurance of the state in the episode\n",
    "            for i,x in enumerate(states_in_episode):\n",
    "                if x == state:\n",
    "                    first_occurence_idx = i\n",
    "                    break\n",
    "#            first_occurence_idx = next(i for i,x in enumerate(episode) if x[0] == state)\n",
    "            # Sum up all rewards since the first occurance\n",
    "            G = sum([x[2]*(discount_factor**i) for i,x in enumerate(episode[first_occurence_idx:])])\n",
    "            # Calculate average return for this state over all sampled episodes\n",
    "            returns_sum[state] += G\n",
    "            returns_count[state] += 1.0\n",
    "            V[state] = returns_sum[state] / returns_count[state]\n",
    "\n",
    "    return V    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sample_policy(observation):\n",
    "    \"\"\"\n",
    "    A policy that sticks if the player score is >= 20 and hits otherwise.\n",
    "    \"\"\"\n",
    "    score, dealer_score, usable_ace = observation\n",
    "    return 0 if score >= 20 else 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 10000/10000."
     ]
    },
    {
     "data": {
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ySSxduhQVFRXYsWMHSktLMX36dAwePBidOnVCeXl5wBUfAr1unTt3Dti2Xr164dSpU3C5XPV+Fg2Nsli4cCGGDRuGTz/9tNa/hx56yB8kmJ2djfz8/HrXqU9D10JhYSGsVisMBgMEQcDWrVuRnZ0dc0tVEhERxRuODCAiioCqqirs2bMHwJlh18ePH8fGjRuRkpLiH4J93XXX4bXXXsPdd9+Nm2++Gfv27cOcOXNw4403wmazBT327bffjptvvhm9e/fG8OHD8cUXX+Cjjz7Ca6+95t8mlGOff/756NmzJ6ZNm4a//OUvUFUV9913H/r27dvgnfEZM2YgJycHQ4YMQUFBAcrKyvDKK6+goqLCn9bftm1bAMCnn36KAQMGwGKxICUlBX/4wx8we/ZsCIKAoUOHwuv1YuvWrdi4cSPuu+8+/zk2bdqEJ598EuPGjcPPP/+MefPm+TMEfvrpJ3z33Xe44IILkJubi927d2PLli2YPHly0DYPHjwYwJnO8sCBA4Nud8EFF2Do0KGYN29ercdvu+02jBkzBg899BCmTJmCAwcO4P7778cVV1zRYCf11ltvxe9//3sUFxdj1KhR/tfk/fffxzPPPOPf7r777sOFF16IwsJCuFwuLFu2DK1atYLdbkfr1q1hNpvx6quv4pZbbsGBAwcwa9asekskAsCiRYtQVFSEXr16YenSpVi9ejUee+yxgG0bOnQozj//fPzud7/D/fffj65du+LUqVNYtWoVzGYzfvOb39Tbxxcc+Le//Q1dunSp9Vzr1q0xe/ZsvP/++5gwYQLuvPNOzJw5E9nZ2bj00kuhKApWrFiBsWPHIjMzM+i1sGnTJjz88MMQRRGiKGLlypW48MILA36/REREgQgi74EHIqgNLB59+PDhSLaFiChhrVixolaYms+gQYNqrZm+evVqPPLII9i4cSPS0tIwadIk3HPPPbXukhcUFODOO+/En//8Z/9jixcvxnPPPYeDBw+iTZs2uOOOO3DllVfWOlcoxy4pKcEDDzyA5cuXQxAEjBgxAo899ljQef8AsGzZMrz11lvYsGEDysrKkJaWhq5du+Lmm2/GhRde6N/uwQcfxHvvvYfS0lJMmDDB3/l98803MX/+fOzatQsWiwUdO3bEhAkTcP311wM4s7TgFVdcgZKSEixbtgwGgwG/+c1vMGPGDIiiiG3btuGxxx7Dhg0bcOrUKbRs2RKXXXYZpk+f3uDw9j/96U8wGo3429/+5n9s4MCBuPrqq2stfbhlyxaMHj0aiqLg0KFD/se/+OILzJkzB9u2bYPdbscll1yCBx98sMHCje/1euGFF/wjMAoLC/GHP/wBo0eP9m9z77334ptvvsGRI0dgsVjQt29f3H///f5RBx988AFmzZqFI0eOoKioCI888ggmTZqEOXPmYNKkSThw4ADOO+88/OMf/8CiRYuwZs0a5OTkYPr06bjiiiv85ykoKMCzzz7rv1YcDgeefvpp/Oc//8HRo0eRkZGB7t2747bbbsPQoUPrfS8vv/wyZs+ejfXr1/tHadQ0depUlJaW4r333gMALF26FHPnzsWuXbtgs9nQt29fPP/880hPTwcQ+FqYNGkSpk6dCgCorKxE9+7dsWTJEvTv3x+KotQabUJEROFr1apVtJugu9UjhjS+kQb6ffV9RM6jFRYDiIjiyL59+zBkyBC8++67tYLiElmgDroW9uzZg0suuQRffvllwCUGKTZIkuQvWD333HP47rvvsHjx4lrbeL1eFgWIiJooGYoBa0bWL2jroe8XgUN6YxXHSxARxZHPP/8cV111VdIUAvTUoUMHzJ49GwcOHIh2UyhEFosFs2bNqve4JEkwmUz+XAEiIiJqHDMDiIjiiG+4NGnj8ssvj3YTKAw33XRTg8/7cgVUVYXX660VmElERMlL5GoCAbEYQEREMa1uaj9RYwRBgMFw9iNOc5ZcJCIiSlQsBhAREVHCysjIQHl5ORRFgcfjiXZziIgoCgSRIwMCYWYAERERJTxRFJkrQEREVANHBhAREVHSEEURkiT5lyVkrgARUeITRN4DD4SvChERUQwxmUxITU2NdjMSRqAVlFVV9ecKmEwm/9KFREREyYQjA4iIiGIIh7BHniRJ/tECzBUgIko8zAwIjCMDiIiIKCEJghBwZEAwzBUgIqJkwpEBRERERDUwV4CIiJIBiwFERESUkJpzd79mrgAAeL1eeL1erZpGREQRJEoc7RUIiwFEREQUs5o7XD+caQINYa4AERElGhYDiIiIiELkyxXwTSHQqthARET6YYBgYCwGEBERUUIKN0AwHMwVICKieMdiABEREVETMFeAiCg+CCIX0QuExQAiIiIiDTBXgIiI4gmLAURERDFEz6HtySZaryVzBYiIYgszAwJjMYCIiIhIB8wVICKiWMZiABERacJoNEKW5Wg3g8gvFkZZMFeAiCj6ODIgMCYpEBGRJtLT06PdBKKYJ0kSTCaTvzhAREQULfxLRERERDFJEBL3To4vV0BVVXg8nqiPYCAiSmQcGRAYRwYQERFRzGpOQSAWpgk0RhAEmEwmGI1GiFz6ioiIIogjA4iIiIiiiLkCRET6ElhsDYjFACIiIooYVVXhfvnvUI4cgGC1AdYUCFYbBGsKxJQUSCmpkOypMNhTYUhNh2hLgVsywGs0Q7D9sm2IH+riYWRAIJIk+Vch8Hg80W4OERElKBYDiIiIKGKUVd9B2bMdAKA6HcDJUvi6614Aja5HIQiA2QLBX0Sw/VIkSIFgO1NUEFJSIRZ2gblte/2+kQjw5QoAgMfj4dKERERNJErMDAiExQAiIiLSnMFgqPfPe+okjnz0TvMOrKqA0wHV6YB6MsDT9nTIsgBvWSnU629G2oWjm3e+GGA2m2GxWOBwOOD1elkUICKKY+vWrcP8+fOhKApGjhyJcePG1Xr+tddew6ZNmwAAbrcbp06dwmuvvQYAmDRpEtq2bQsAyM7OxvTp05vVFhYDiIiIYkg8DW0XRbFeh1+SJH9Cvu+f0+mEx+OB+82XoFZX6deg7Hy4jhyHUnEaAFD68nNwbFiH1ClTIdpS9DuvznzXBHMFiIjim6IomDdvHu6//35kZWVh5syZ6N+/P1q3bu3f5re//a3//x999BH27Nnj/9pkMmHOnDmatYfFACIiImqQJEn1Ov2iKEJRFMiyXKvDH+yutXfrz/D+vEq/RhZ0RPWWrUCdOfbVP3wL146tyLj1jzAVFet3fh0JglDvdWWuABFR6GJlacGdO3ciLy8Pubm5AIDBgwfjp59+qlUMqOn777/HxIkTdWsPiwFERETkv+tc9y4/cOYutO8uf3V1NTweT1ijF1S3C/J7C3VptyoIUPM6wrlhQ9BtvCeOo3TWQ7CPnQD7pVckVKq0L1fANxojXkaVEBElqhkzZvj/P2rUKIwaNcr/dVlZGbKysvxfZ2VlYceOHQGPc/z4cRw7dgw9evTwPybLMmbMmAFJkjB27FgMGDCgWW1lMYCIiCiJ1B3a71vf3neH2ePxwO12o7q6WrNh6PIn70EtL9PkWDWpJgs81haQNwUvBPh5vahcugjuzRuQccv/QGqR1fg+MSKUqSOCIMBkMkFRFOYKEBHVEcki8OzZszU5zvfff4/zzjsPYo22z507F5mZmSgpKcGjjz6Ktm3bIi8vr8nnYDGAiIg04ZvTzDuTsSFQgJ8gCLXu8judTlRWVuracVQO7oX3hy+1P3BaJtxVMrx7doW1m3vrJhy//y5k3HgbLP2ad0cl1jBXgIgotmVmZqK0tNT/dWlpKTIzMwNuu2LFCkydOrXe/gCQm5uLbt26Ye/evSwGEBE1hdlshsvlinYziJpMEAQYjcaQA/wiTfV64X7ndUDrYkNuazj2HWpyGKFaVYmTz82B7cLRSJt8PYRflu+LVU0tstXMFfB6vSzUEVHSipXMgMLCQhw5cgTHjh1DZmYmVqxYgWnTptXb7tChQ6iqqkLnzp39j1VWVsJsNsNoNOL06dPYtm0bxo4d26z2sBhAREkrNTWVxQCKCw0F+Hk8Hsiy3GiAXzR4vvsc6pEDmh5TLSiEY/NmQIM73tVffgr39i3IuPUOGFu31aB1+mjuiBtRFCGKInMFiIiiTJIk3HjjjXj88cehKApGjBiBNm3aYPHixSgsLET//v0BnJkiMHjwYAjC2SLGoUOH8PLLL/v//o8bNy5o8GCoBLWBvwiHDx9u1sGJiGJZdnY2Tpw4Ee1mJIzMzEyUl5fHVGc0nviGd9tsNv/d/UABfr5/sd6hU8qOw/X0w4Ds1uR4qihCadkWri2bNTleLUYj0iZfj5SRF2l/bA3Y7XY4HA5Nhvz7ViZgrgAR+bRq1SraTdDdvpvHReQ87V5+LyLn0QpHBhAREUVQ3QA/39B+311+37z+ysrKuJ7vLb+3ULNCACwp8BhSIOtRCAAAWcbpN16Ba+N6ZEy9DaI9VZ/zNJGWWRzMFSAiIh8WA4iIiHQQaoBf3aH9VqvVv1288qxdCWX7Jk2OpWa0hLu8Et6yvZocryGutT/h+AO7kHHzNJi7dtf9fLGAuQJElAwSaUlZLbEYQEREmkjGToTvDqtviT4tAvxqzg+MR2p1FeQP3tLmWLlt4dyzF6rTqcnxQqGcLEPZnEeReul4pIy9CsIvUzWiKRKrdDBXgIgo+bAYQEREmon3jmwwjQX4eTweuFwu3Zfpiwfyh28BVRXNPo43vwNcmzcD0eiUKgoq/rME8tZNyLz9DqgZgZd9ipRI/l75VqhQVZW5AkSUMGJlNYFYw2IAESUt39xZ3gEjoPZd/ppz+YHaAX7V1dW8cxqEd9dWeFevaNYxVMkAT0Y+5E3aTDNoDuf2LTh6753Iu3UaTOcOiurqI5G+3pgrQESU+FgMICKipNJYgJ/H44Hb7UZ1dTU7QGFQZRnyu2806xiKLRWyYoB3xzaNWtV8SnUVDj81C6nDR6HVrdMgCyKcTmdEO+fRHnHDXAEiinfMDAiMxQAiSlocGaAt3+sZK5oa4EdN4/nyA6gnjjV5fyUzF65jZVBPn9KwVdqpWP45dm7dhNw/3oP0rj0gyzIcDkdSXTvMFSAiSiwsBhBR0oq1ziuFr6Gh/U0N8KPwKSWH4Pnmk6bvn9cOzh07AVnWsFXa8x49gsMP3I2KK69Bi8vHIzU1FV6vFw6HI6lGkTBXgIjiDj/vBcRiABElLd7Vih+hBPhxaH90qKoK+Z03gCa87ioAb14HuDdHPx8gZB4PKha/DvnwQRgK2sCc3wr2tu1hzcuHS1Eg61DQiNX3KuYKEBHFNxYDiCipcWSAdpo70kIQBEiS5F+ijwF+8cG7cjmU/bvC3k81mCDbs+GJp0LALwxFxaj66nPglzvixwBAECBltIApLx9SyxwI2S1hyMmFIScPhpxciC0yE/r9hrkCRETxh8UAojgg/hJ6wqGY2uI0gegIFuDnm4fMu/yxeye4LvV0OeSP3w1/P3s63C4V3t07dWiVflQAxsJiuAIVMFQV3pNlcJwsA7YEeN5oguGXAoGUk+svFEi5Z/4vWqy6tz8SmCtARLGISwsGxmIAURywWq1QFAUOhyPaTUkoLAboiwF+TRNPoZbuf78JuMJ7X1KzW8F56CjUqkqdWqUP1WiEIb8NXIE6+qGQ3fAcOQTPkUMBnxZT02oUCc4UCsScXJgLOwHp6c1oeXQwV4CIKPaxGEAUB9hppVhVM8DPaDQiLS3Nf60ywC+xeTethbJpbXj75LeHa+u2JuULRJNgT4VgS4V753bdzqFUnIZScRryrh0AAGP7joDHDcFsQepf5uh2Xr0xV4CIYgGXFgyMxQCiOKCqqn+qAGmHRZbQhRLg50tVdzqd0W4u6Ux1Oc+MCgh1e0GAt2U7uDdt1rFV+hCzWkJxy/Ae3B+R8xnyW0G0WiHv3e1/bO/MO5B51/2QsrIj0ga9SJIEk8kEAHA6nXEzAoaIKFGxGEAUB9hp1Qdf19p8AX6+u/zhBvj5wsMo8ckfLwVOl4e0rWq2QDalw7M1/goBUuu2kI+WQK2u0v1cYotMGHJyIe/cDq9a+/fIfWA/jv/lPmTPeAiGvFa6t0VPvqBBX8ggcwWIKBKYGRAYiwFEcUBRFHZhT6kLAAAgAElEQVRadZCsxYBQAvxkWU7qAD8KTtm/C96Vy0PaVk3PhOu0C8qRPfo2SgeGjp3g2rkD0Hl6i2BLga2wCI7tWyDvOBl0O++J4zj+6H3Imv4gTO066NomPdXMxGCuABFRdLEYQBQHOE2AmiLSAX7JWlxJJqrXA/fSN4AQ7uQqOa3h2ncAahwGnxqKusC1eaPOJzHA3KkY8oF9qN70c0i7KKdP4cTjDyDrz/fBXNxV3/bpJFBAJnMFiEhvzAwIjMUAojjATpY+EuF1rRngV/MuP1A/wI9rf1Nzeb75BOrRwGn4NXnzO8C1ZQsQZ3d6VVGEoX2RvoUAQYCpUzG8pcfh3hb+1Am1uhqlTzyCzGl3w9K7nw4N1JcgCA0WH33TCBRF4XsWEZHOWAwgigOJ0GmNRfE04iKUAD+3282h/aQb5cQxeL74sMFtVFGCJ7MA8qYmLr8XTRYrpMyWcOuYbWDs0BFwuyDv3Nas46huN0qffgItbp0G26ChGrUuMkJdOlMURYiiyFwBItIEMwMCYzGAKA6wGJAcagb41fwHhBbgF228ThOb/O4bgEcO+rxqTYFbsMK7fWsEW6UNMaMFFMFQK8FfS4FWCGg2rwcn5z4DpaoS9lFjtDtujGGuABGRflgMIIoD7GTpI1qvaygBfjXn81NyCfXOaSR5Vn0PZVfwTr7aIgeustNQTkZm+T0tSXmt4Dl1Csqp45of+8wKATm/rBCgw89UVXDqtZehVlUidexV2h9fB029vpkrQETNwZEBgbEYQBQHWAzQh96vqyRJ/iX6IhHgR6QHtbIC8rIlQZ8XW3dE1badUF3OCLZKG4Z2HeHevw+qy6XpcQVbCkzt2sO9a0eDKwRo5fTbb0KpqkT6Nb/V/VzNpUWxi7kCRETaYDGAiJKWFsWAhgL8fJ1+WZaTIsCPRavE4BuW7bueT7/7BlBdWW87FYCS3wHVGzaFtLpArDEUFcO1VeOQQ4MBpk7F8BzY16RwwOaoXPYfKFVVyJh6KwRRiui5w6HlyBfmChBRyOIkIyrSWAwgIgoBA/wo0TR2TcuyjIr1P8Hx4zf19lUNRnjScuIyKFAFYCwqhmuzhm2vsUKAHOEiQE3VX38BOB3IuPWPEIzGqLWjIXoUDJkrQETUNCwGkGZsNhu8Xi9cGg+3JNJLoDvZdTtH8RTgRxRIU69pVXbD9fb/1Tueak+DWxbh3bkjYt+DVlSjEYb8NpoWAowdCqG6nM1eIUAr1T+ugOByIfeu++COwfwJALq1ibkCRBQMRy4GxmIAaSpelmmj5OYL8DOZTDCZTMjMzGSAnwZisdORLBqartLUa9rz+X+gltUJ1TOZIV77exh3b4f37TeBOOpsCfZUCLZUuHdu1+R4hlYFEM0WyPv0WYGgOarWrcahR2ai/aNPQLXY4HA4YuZueaQCMpkrQETUOBYDSDPxtGY7JQffMOia859rBvj5hpSWl5fHzAfleMfKu77qrkRhNBp1ma6iHD4Az7ef135QEKCMvxGGvFYw5uRAzM2D49WXoFacbuZ3pT8pOweqLEM+2PzVDsTMLBhbtoRbrxUCNOLasQ277v4f5N//GFILWkNRlJiYxhTp9wjmChARAAjsowTEYgBpRlEU//A80p5vSDs/yNQWSoCf745o3btDkiQhLS2NhQCKOaIowmw21+r0B1qJorKyUvPrV1UUuJe+Dih1Oo0jLofcuS+MajUAQOpQBNudM+F89UV4D+zTtA1akgraQi4pgVpd1azjCCkpMLU9s0KAu7xMo9bpy3PwAA4/cA+yZzwES0Fr2Gw2CIIAh8MBWZaj3byIYq4AEVF97LklqJSUFAiCgMrK+gnQemGSuL6SvRigR4Afr1mKtpqdfV8hS5Ikf/5KNDIqvCu+hHpwb63HhF4D4Bx6KQAVUM92osQWmbD+z11wLX4D8ur/RqR94TB36oLqbVuB5kz3MRhh6lwMz/49EV8hQAve4yU4/ui9yJ7xEDxt2kEURVitVthsNjidzqTL+WGuABHRWSwGJLBID9lXFIXTBHSkKEpSdFwjGeDHYoC2OFUosJqjV2p2+mtmVMiy7C9k2e12yLIclU6aUl4G+dP3are/dQc4L/0tAEBC/bupgskEy5SpEFu1geuDpTGzzKCxUxdUb9rY9AMIAkydu8B7vATy1vhbNaEm5VQ5jj/2ALLuug/mTsWoqqqCIAiwWCzIyMiAy+WC0+lMumIzcwWIkocg8vNeICwGJChFUWCM8LJC7FjpK5Fe37rzngN1jhjgR/FGFMVa+RSBRq+4XK5Gh/ZH8/dcfm8h4K5RhEhvAdfE2wHDmb8nBkE5szZfAKaRoyHmt4Lz9VegOh0RaG1gqijC0L4IzmYUAowdC6E6HZB3bNWwZdGlVlWidPYjyLzjHlh69oaqqnA4HHA4HDCbzUhPT4csyzEVNhgpzBUgomTFYkCCisZdeo4M0Fc83nUNNrS/7rxnj8cTlQ+fiVRgociRJKlep7/mfH7fXf5461R4f14FZevPZx8wmuCZ9Huo9gz/Q2IDxQAAMHTrAeufZsA57wUox47q2NogLFZImS3h3tq04fyGVgUwWK1w7dmlccNig+pyovTJvyLztjtgHTjY/7jL5YLL5YLJZILdbvcXCvQoxsby7wRzBYgSWJx9ho4UFgMSVDQ6OexY6StWX99QA/zisXNE4YnVa7QpQrmuZVlOmNErqqMa7vcXnX1AEKBccQO8ee1qbSeojc+vlnLzYLtjOpwLXoVn8watmxqUmNECimCAvDf8pf7EzCwYsltC3hXbKwRowuNB2fNPIaO6CikjflXrKbfbDbfbDYPBAKvVClEU4XA44Ha7NTl1vLw/MFeAiJIFiwEJinfpE0+0O1qhDIHWYkkzokgKNmUl2a5r+aN3gIpTZx8YfinkLv3rbFU7PLAhgs0Gy+9uh/zhe3B98Yl2DQ1CymsFT/kpKKePh7Xf2RUCtkOOkxUCNKEqKJ/3ApSqSqReekW9pz0eDyoqKuqFDTqdzuafOs6KLcwVIEoMzAwIjMWABMViQOKJVDEgWICfr3MUr0OgKbk1tBqFLMtRn7ISTd69O+D96Vv/10KP/nAOvazedoHCAxsiiCJMl42H2Ko1HIteB3Rayk5q1xHy/n1QwwhcFO2pMHXtCveWTXG5QoBWTi96A0plJdInTwn4vKIo9cIG3W43HA5Hk97/43lFHOYKEFEiYjEgQcXj/HJqmJbFAAb4UaKK5GoUiUD1eCAvfcO/AoBQ0A7Oy24AArzXSI3kBQRj6DcAKTm5qH7lBainTja3ybWPXVQM15YtoY1YEASYunSDZcgQmLp3BxwOnNy2tSnfUkJxrfkRVZ5qWEaPhZSTF3CbumGDaWlp8Hq9cDgcYY2YiedigA9zBYjikyCwXxQIiwEJKlp/bH0d1nj/Yx+LmlLgifUAP0oskRq9Unc+v9FoZDGriTzLl0E9duTMF2kZcE38PWA0Bdy2qcUAABDbtIPtzzPhnP8SvBqE86kAjIXFcG1ufMk/MT0D1sFDYR44EFJ21tnHJRFp116H8hf/2ez2xCtbj+4Qy0vgWbMClet+hOm8YTCPHgcxLSPoPr6wQaPRiJSUFADwF9gak0ifD2rmCqiqClmnkS9ERHpiMSCB+aYKRLKTx2KAfhRF8X/wqIkBfpSoao5g8eVVMKdCO8qxI/As/+jMF0YTPJNuh5raIuj2oYQHNkRMS4f193+Ce8kiuFd+1+TjqEYjDPlt4NrSQCFAEGHp2QvWIUMhdSmG8Mt74tmnJUDxwtSlGLYLf4XqLz9rcnvikiTB3uccYP+Os48pXrhXfAX3qhUwXzAG5hEXQ7BYgx5ClmXIsgxJkmC1WiFJkqZhg/EkPT0dlZWV8Hg8zBUgilXMDAiIxYAEFo1iQDTOmSx8nX6bzcaOESUU3wiWmgGVNZfq83g8cDgckGWZH7I1oqoq5HcXAL/czVXGXg9vfoeG9gg5PLAhgsEI8+QpEAtaw/nuW0CYfysEeyoEmx3undsDPi+2yIR16PkwDxgIqUXwu9s1R7Ck/HoM3Dt3wLN/b1htiVdiWhrsHVpDqVkIqMntguuzf8P9w1cw/+pymAaPgCAF/7jo9XpRWVkJURRhsVj8YYMul6ve72ui3izwfV81cwU4hYCI4gGLAQksGrkBDC5svkBzngVBgKIo/g+wvvWf+UGDYklD0wQEQYAkSbU6/IFGsDidzqS/sxaJDpP3p2+h7PmlQ33BJZC7DWhwe0njmfXG80dAzCuA47WXoFZVhrSPmJ0DxeWG9+CBOk+IMPfqDevgITB0KYYQyt+gGq+vYDAi7brrcXLOE1BdzU/Lj2Wm9u1glrxQjhxodFu18jSc7y6A+9vPYL74Shh7D2hwGpCiKKiurvbnCqSnp8PtdsPpdPr/ViVqMQCoPT3TV7xXVdW/CgERRVdIfxuSEIsBCaxm5zFSor38XbxoSoCfwWCA3W5HdXV1lFtP1DCTydTgtc0RLNGlVpyGvOydM1906wvXsLGN7iMJ3ibnBQQ9ZqfOsN05A455L0A5fKjhbVu3g3z0KNTqqrOPZbeEdegwmM7tDyk9PbyTK7WvPUN2FlInTsbpN14L7zhxxNa7F8SSA1C94eVoKCdK4HhjLtzLP4Ll0kkwdOra4PaqqvqXITSZTEhNTfWHDSZyMSAQXxFUkiR4vV6+5xFRzGExIIFF4y49RwbUpuVyZiy06IM5F00T6Nr23ekXBAGyLDOcMkbJ7y8CnNVAq7Zwjb0x4MoBdTUnPLAhYlZL2KbdA9eb/wf55zUBtzF07ATXzh1npjRIBlj69IV50GAYOxU1/U6PUr9TZunXF+5tW+H878qmHTNWGU1IPac71P07m3UY74E9qHphNgxdesJy6URIrdo2uo/b7Ybb7faHDYqimJCZAqH8bfYVBXwjBfg3hyiyBGYGBMRiQAKLxjSBZOywRirALxlf20hgMaBhwZbqq1nQ8l3bvkyLU6dORbnVFIx36wZ4f/4JSE2He+LvAaM5pP0EDfICgh7bYoH5hpshfroMro/frzWE31DUBa7NGyHl5cM65HyYz+0P0W5v3vl+CQ8MxH7leMh79sB7vKRZ54gVhqwsWPOzml0IqMmzdQMqt22Esd8gWC6+CmKLrEb38YUNWq1WGI1GpKen+3MFkg1zBYgolrAYkMCiMU0gWOJ9Iqg7tN9oNEY0wI/FAH3wdW24oMWl+hKH6nZBfm8hYDDAM/E2qGmZYeys7/BmQRBguugSiPmt4Fg4H6osQ+rQCUJqKjL+dBcMHTto9nva0HFEswXp1/8WZU8/CYQ5nD7WWDp3gsFdeXbpSC2pKuRVKyCv+wmmoSNhHnkZxJTQijROp9NfGMjIyIDL5YLT6YzrgmxT2s5cAaIIEzhyOZDE7LURgDMdc6nOckp6S4SOVbAAv7ohZ5WVlVFZtpGoqYJlVXBFiuQgf/oe1PJSKFdOhbegMOT9JETufc7Qqw9SsnOh7tsNU/duEO0p2p+kkY6boXUB7JePQ+W7S7Q/d4TY+/YBDu8Oe7WGsHlkuJd/DPeP38By4aUwDfsVBKMp6Oa+UViqqqK6uhrV1dWwWCxIT0+HLMtwOBxJd6ecuQJEFE0sBiQwRVFgNBojfs54yAwQBKFWqnkoAX6UmBKxyFJ3Pr/RaAxY0NJ6Pn8839lLdMrBffCu+BIYdjHk7ueFta8kKohgPQBSQSsY8hofet5kIdzxtw47H+7t2+DetEG/duhAsFhh79YJ6kHtpgWExFEN54dvwfX957BcdAWM5w4NmOcQaEpW3bBB36oE8dIp1nKaGXMFiCjSWAxIYNHo5ERjakJDGgrw83g8DDmjuC4G1O3w65FVEa54fS0TmaoocC99HSjuBdcFV4S9v4TIdsoMogj9TimENOVBEASkTr4aJ+fsh3I6PjIwjPl5sKTboB7cE7U2qOVlcCyeB9fXH8NyyQQYu/cJeV9f2KAve0QQBDgcDsiyrGOLm0+PzBnmChBpjwGCgbEYkMCicZc+GqGFkQrwI4qGmte3bzQLR7FQODzffQYoClxjp4a0ckBdeoYHBqIqHuj1kU0UxZBHOUipdqRdex3KX3i+0akF0Wbt3g3S6eNQy45HuykAAOXoIVTPewZSx2JYLp0IQ/siAKF1nD0eDyoqKiCKIqxWK2w2W0yHDeoZQMtcASLSG4sBCSzRlhaMdoAfJaZYGRngu75rTl+pe327XK6IZ1VQfFPKTsDzw3K4r78LMFmadhCdwwPr0fP6DvN33dS5E2yjLkL1Zx/r1KBmEkXY+5wDHIjwtIAQeXdvQ9Wzf4GhZ39YLpkAIbVTyB1nRVFQVVUFQRBgsVhiNmwwEqvRMFeASANxMI05GlgMSGDxMn+/rlgN8KPEFOligCRJ9fIq6l7f8TqKJVYKK/FOy86F/MFieK6YCjWtaXPwxUiGBQCAqkLQs/jQhFEOKWMugrxjO+S9u3VoUNOJqalIKWwLNUYLATV5NqxCdWkJ0LkrxCGjIWS1DHlfVVXhcDjgcDhgNptjLmww0kvTMleAiLTEYkACi+UP5hz63DS+nyn/+GtHj9+TUKau1MyrINKDZ92P8BT3gbd1UZOPYTYAiOAlKojQMS8AQBPuqAqShNQp1+HknCegOh06NCp85nbtYDED3sP7o92UkIi5rYDTJ1H93RfAiq9g6D0QpgsvhZSTH9ZxXC4XXC4XjEYj7Ha7v1AQzffRaP1NZq4AUXhitU8UbSwGJLBYKAY0FuDHoc/h8QU0shgQG4It1ecrasmyzKkrFBVqdRXkk+WQB17UrOPoepc+AF3HsgkCoDTt+zFkZSJ18jU4/do8jRsVPluvnhBPHILXEdvBej5iTh5QVQH4CimKAs+aH+BZuxKGnv1gGnkZpPw2YR1TlmXIsgyDwQCr1QpRFOFwOOB2u3X4DhoW7b/JzBUgouZgMSDB+aYK6NnRrnsXVJIkZGdnA2CAn9Z8AY0snGgnlKJZQ0UtWZZ1W6ov3vB3O3a4d26Ha8Cvmn8gNbJ3XPUMKxQFCc0Z5mDpfQ7kQUPg+OF77RoVDoMBqb17Qt0f+9MCfMSWuYCjGnBW139SVeH5eRU8G1bD0K33maJA6/ZhHT9Y2KDT6dTmGwhBtIsBNdtRcwoBR50R1RGHU6cjgcWABKfl6IBgd0HrBviZzWaUlZUldadIL7Ew2iPR1HxNA+VVACxqhYPXZ/T4rllvZSVOtev6y5j7Zorw+7iuIxE0uDRTrrgC7t274S050vyDhUFq0QK21jnxVQjIygFcTsBR1fCGqgrPprXwbFoLqbgHzCMvh9Q+vKktgcIG3W43HA5HRML9Yu3zjiiKMJlMzBUgokaxGJDgfCMDwhk2FmqAX7C7oL71gUl7LAY0X92RLBaLBYIgwGazMa+CYl6gPArfEGHftVummKAam//nXYACIMKdCB07LaIQ8qqCwY9hMiHt+t/i5FNzgAi9P1g7d4JBroRacjgi59OCmNUSgtcNtboyrP282zaiettGSEVdYRp5GQyFXcLav27YYFpaGrxeLxwOh27D52NlZEAgzBUgOksQ+fk5EBYDElywFQUaCjhrboeoKQUICg2LAaGrOZLFF1IZaClK34ejqqpG7l4RRZAgCDAajbVWnvDlUfimpgTKo1BVwK1RH9UgKBGtBUg6v7UpsjZz7I2t8pE67kpULFmsyfEaktqvD9RDe6A2MesgGsQW2RC8HqiVFU0+hnfnFjh2boHUvtOZokBxj7CPUTNsMCUlBQD8I7u0FMvFAB/fZz4AXJqQiGphMSCBKYqCkpISHDp0CIcPH0ZJSQkqKirw5z//uV6HSMuAM3ZY9cPXtj7ffP6anaa6I1l8adOB7orU/JBEzcPrM3yBila+/zclj8Kr4Y0/KcLFAEHPZQwFEVC0C9yzDBkM97atcG1Yr9kxaxLMFth7FMfFsoE1iS0yIUCBWnlak+N59+6AY95TENt0gPnCS2Ho3ifsY/jCBiVJgtVqhSRJmoYNxkMxoCbmClDS0mLqXALiJ+Ao2bJlC5YuXQpVVXHeeedh1KhRtZ4/efIkFi5c6F9H97LLLkO3bt0CHsvlcuH48eMoKSnBsWPHUFJSgtLSUqiqipycHBQUFCArKwsDBgxAVlYWjh8/ruv3Fmw0AjVfMne26naW6i7V5+s0hTs/MplfU4qcYCGUdYtWsiwjLS0NVVVVTfqg7tGwPy1GeCUBPfMJRFHUdMlCQRCQOnky5P37oJwq1+7AAAy5ubBm2qEe2K3pcfUmpLeAIIhQT5/U/NjKgT1w/N9zEPPbnBkp0LNf2O/bXq8XlZWVEEURFovFHzbocrma1ZmPt2KAD3MFiAhgMSAqFEXBkiVLcNtttyEjIwNPPfUUevTogby8PP82n376KXr37o2hQ4fi6NGjeOmll/DQQw8FPN6HH34Ip9OJ3NxctGnTBv369UNWVhYkSUJqaipUVUVlZXjz9pqDnSv9+JYWTFS+odHBlurTYyQLkZYCjVQBUGvlCT1DKLUcGQAdk/3rn0vVNzxQh36OmJKCtOt+i/Ln/6FZ1oG1SxdI1WVQS49pcrxIEdIyIBoMUE+V6Xoe5cgBOBfMhZjbCqYLL4XhnAEQwrz5oCgKqqur/bkC6enpcLvdcDqdTZpTH6/FAB9RFP0jBZgrQAmNmQEBsRgQBfv27UN2drZ/+b0+ffpgw4YNtYoBAPxL4zgcDqSnpwc93vjx44M+pyiK/w5qpHBkgH5UVY34z1MPDS3V5/F4IMtyxJbqY/FKO8n0Wta8do1GY72RKjWv4XA19TVUVcCjUX9agIpIzhEQRGh6574enQobpsKOSLno16j6+MPmHUgQYe97DnBwl64hinoQ7GkQTSao5aURO6dSchjOf70M4bN/wzzi1zD0HQwhzL+Nqqr6lyE0mUxITU1tUthgvBcDgLPv3cwVIIqMdevWYf78+VAUBSNHjsS4ceNqPb98+XK88cYbyMzMBACMGTMGI0eO9D+3dOlSAGf6gMOHD29WW1gMiIJTp06hRYsW/q8zMjKwb9++WtuMGTMGL774Ir799lu43W7cfvvtTTqXb136SFIUhXOwdRJvna1gS/XV7PRHe6m+eHtNKXL0DFrVg6Jq1303CN6I5gXo+ldKVQFFv5+P7Vej4N6+DfLups3vF1LssHduH3f5AAAg2FMhWq1QT56IyvnVEyVwvj0fwufvwzTi1zD2HwqhCZ8/3G433G53rbBB37SdxiTi3w/mClAiEmIkM0BRFMybNw/3338/srKyMHPmTPTv3x+tW7eutd3gwYMxderUWo9VVlZiyZIlmD17NgBgxowZ6N+/P+x2e5Pbwx5bjFqzZg0GDBiAESNGYM+ePViwYAGmT58edsc+GsPK2bnSTyy+tvHWYSKqy3cNh5vcH2u0zAuIeHigjlMSBFECvNqFB9Y7viQhbcoUlM15Amp1dVj7mlq3htkmQT20r/GNY4yQkgrRlgK1TN8colCoJ0/AtfR1uL94H6YLxsA48AIIRlPYx6kbNlgzVyAZ2Ww2/3KNzBUg0sbOnTuRl5eH3NxcAGc6/T/99FO9YkAg69atQ69evfyd/169emHdunUYOnRok9vDYkAUpKen4+TJswE75eXl9aYB/Pjjj7jlllsAAB06dIDH40FVVRVSU1PDOlc0huxzmoB+olkMqJl6XrPDpOfKFJEQiwUW0kfda9hoNNZbbjJS01P0oNUUASDy4YF65gUIGocHBiK1aIG0ydfi1Ksvh7yPrWcPiGWHoZbrV6jQi2CzQ7TbYy7bQD11EvKaH+D6ahkMRd1gOOdcGDr3CHu0gC9sUBAEWK1WZGRkwOVywel0JlWHWBAE/2c65goQhW7GjBn+/48aNapWUHxZWRmysrL8X2dlZWHHjh31jvHjjz9iy5YtyM/Px/XXX4/s7Ox6+2ZmZqKsrHlZLSwGREHbtm1x4sQJlJaWIj09HWvXrsWUKVNqbZORkYHt27dj4MCBOHr0KGRZbtIQkGh0zNm50k8kXttQUs/jucNUF6/XxCOKYr0gykDXcGVlZUJcwz6ahgfqucxfIAnQwTL36gHr0GFwfPdNwxtKBqT26Ql1f/xNCwAAwZoCMS0N6omSaDelFhWA1KETvLu3A6oKefX3kFd/D1isMHbv26TCgKqqqK6uRnV1NSwWC9LT0yHLsn+lp0RXMw+BuQIU9yIYIOgbxt9U/fr1w5AhQ2A0GvHZZ5/hn//8Z9Ag+eZiMSAKJEnClVdeiRdffBGKomDgwIHIz8/HsmXL0LZtW/To0QPjxo3D4sWL8fXXXwMArrnmmiZ1WKLR0eHIAP1o+fNsLABN79TzWMFiQPwKlNwvCAK8Xm9EkvtjiaKcyQzQggA1op1zSe9fPyVyHRb75WMh79oJz5HDAZ8XMzKQ0jY/fgsBFiuMWVnwHD0U7abUohpNEPMK4N21rf6TTkedwkAfGM4ZEHZhoG7YoKIocDgcCf3e0lA4InMFiJomMzMTpaVnA1dLS0v9QYE+NUeCjxw5EgsWLPDvu3nzZv9zZWVlQZeeDxWLAVHSrVu3ej+8X//61/7/5+Xl4Y9//GOzz8ORAYkl3Ne25nx+X4ep7lJ9nM9PsS6UwlWyX8Na5gVEOjxQ0HMUgqqeqZREiGAyIvW6G3Dyqb8BdcLnzB07wAQ31KMHI9YeTZktEDOzY64QgPQWEA0GKPt2Nb6t0wF59QrIq1ecLQz0OheG4p4hFwZ8YYMGgwFWqxWSJMFoNIYUNhhvfNOoGtvGZDL5pxAkcnGE4lu4y5DqpbCwEEeOHMGxY8eQmZmJFStWYNq0abW2OXnypD9sftWqVf48gd69e+Nf//qXf8n49evX45prrmlWe1gMSHDsmCeWYMUd31zomndI686FdrlcCTcsWgv8HYkNgYIoDQYDC1chiufwQD0764IkAZ7IdtKM+blIHXYoFSMAACAASURBVD8BFYvf9D+W0vscCCX7oMbrsGqTGYbsHCglsVUIEFq1gVp2AsrJqvB3DloY6AHBYGx0d1+Wk91uh8lkQkpKChwOR0KFDYazbCJzBYhCI0kSbrzxRjz++ONQFAUjRoxAmzZtsHjxYhQWFqJ///746KOPsGrVKkiSBLvd7l9Vzm6348orr8TMmTMBAFdddVWzVhIAAEFt4Lf88OHAw9wovuTl5eHYsWMRfWPOzs7GiRPRWWookUmShMzMTDgcjnrDon2dJd/waFbnQ8frVTuNvZaNjVbxXb8ejydp56NmZGSgoqIirO//tEO7aQI20anrUny1qCqMqlu3w4uSAZCj0zmreP11ODf+DHvPblAPhHDXOlYZTTDk5kOJsRENYodO8O7Zqf00EIsVxm69z0wlaKQw4Ft1wBc2aLFYYDabEyZsMD09HadOnWry/swViB+tWrWKdhN0V/2qPnPu67Ld+EhEzqMVjgxIAtFYXpCarqGl+rxeL0RR5B1SinmJntyvp3DfrxVVu0IAACCCKwkIIvRN+o9iZyxlwgRYU0xwb9sQtTY0m9EIQ14rKEcORLslfqokQWrdPnA+gBacDshrfoC85odGCwN1A/YcDgccDgfMZnNChA0297MjcwWIYh+LAUnAN7Q8ktVZ39DreK+K6ynYUn0175AGWqovOzsbTqczii0nOitQcn/Lli0TPrk/lmi7ikBkwwN1n8GpRvGas6dDvnQSxJOlUI7F4UhLgwGG/NZQDu+PdkvOSkmFaLPDu6f+Mly6aKQwEOxzjsvlgsvlgtFohN1u9xcKkrVD7MsV8H2+4WdDiooYyQyINSwGJIFohgjyDT/4Un2KoviHRPMOKcW6hpL7fcWr6upqGI1GTrmIMI+GdV5DhPMCBL07697odb5UyQTYzVCv+wPEBf+EEmvBew0xGGAoaAvl0L5ot8RPyGkFtfJ09HILAhQG1H6DIXbvHXQXWZYhy7I/bFAURTgcDrjd+k2NiWWCINQKG+RnHqLoYzEgCURzecFkeqMPFH4GJN9SfRTfQrmOOUUltsT1SgI6TkmQjEaorujNV/YK4plRFil2qNf9D8SFc6EciqG77MFIEgyt20E5uDfaLfET2xXBe2A3ECvvO78UBtSTpaj4v+chtSuEoagrpKKukNp0rJda7vF4UFFRAVEUYbVaYbPZ/EsVxjI9Pqv4PpPW/NvCXAGKCE6ZDojFgCTA5QW1w8RzSgSCIPiXw6qbS8HrOL6oqrbTBEQ9l/kLRMfCqCRKiObVWyvHwWqDcu3vIb75IpQDe6LWpkaJEgxtO8RMG1VBhNSuEN7dOuUDNIPUvhM8e3cAqgrvjs3w7vhl7W+LFYYOnSF16gZDUVeI+W38n4cURUFVVZU/bDAjIwNutxsOhyPmbhJEanQncwWIoovFgCQQjWJANM6ppVDCzwLN548EXyBkrH1woNgTSnJ/tK5j0oa2eQGIaHigpHe9OIrvkYporPceLVisUH5zK8R//S+UfTuj1LIGiBIM7TtC2b872i05w2qDmJ4Zs4UA776dga8xpwOeLevh2bIeLgBCSiqkwmIYirpB6tQNUsu8emGDaWlp8Hq9cDgcMfNeHOnPGcwVIL3VHbFDZ7AYkARUVWUxIIjG5kHHYviZ7+cZKx8YKPpCKV65XK6Yuo5JG1pOEYh0eKDRIEHPtzElmnkBBlPA6RaC2QrlmlsgLn4FSix1ckURhvaFUPbHxhKIQnYOVJcrtsILf9FgISAAtaoCnp9XwfPzKgCAkJ4JQ1EXSEVdYejUDa6MLH/YYEpKCgD4pxRGU7RuOjBXgCiyWAxIAoqi+IcAR0qsTRMIdHcUqD8P2uv1xnw1OtZeW4qcQMn9vsJQrBavSF/xHB7olV36HVwFFDl6IW2KIAXtLAomM5TJN0F8+1UovqHl0SQIMHQogrIvNgoBxvadIB/cC9Wt4/XRROEWAgJRT5VBXr0C8uoVAAAxOxdSUVfIRV3hKuoKY3oLWK1WSJIU1bDBaOY+MVeAdCHE/k3KaGAxIAlEa5qA7008UgRBqNdRqjkkumbieTz/UWExIPGFmtzPoZTJTVW1HRkgRTI8UFV1nZIgSJK2lZIweRt5HQWjCcrEqRCXzIeybWNkGhWwIQIMhZ2h7I3+tAUVgNShM9y7tka7KQFpUQgIRDlRAuVECeSVywFBgJhXgKqirjB26o6U7r2RkZEBp9MJl8sV0ff7WJqOyFwBIv2wGJAEEi1AMNjdUd8fCVmWE3qpPhYDtBetpTBDTe6PhxErpK1Qft6KxpdEJMMDBRGAjn31aL5HqoIY0s9PMBihTLgR0tLX4d28LgItq9sAAYbCYih7d0T+3HWoZguk7Dx4Y7UQ0KETvHu1LwTUo6pQjhyE+8hBuL/9DFWiCKl1e5iLeyKlRx+I7YrgUpSIfLaJpWKAD3MFqFlEfnYOhMWAJBDNpQWbI1BHiXdHWQzQg57FACb3U7hC/f3W+sa3oEauGKB3eVpARGc81KIYLCFvK0gGeMdfD0mS4N2wWsdW1RcrhQBkZEEAziwdGIMiVggIRFHg3b8b1ft3o/rLD5F+/lCkTrodiiDqHjYYi8UAH+YKEGmHxYAkEMsjAwIt1ceOUsNYDIhNjSX3R3MFCkpMWk4REKACESwG6F14UKMYHqiIEsIZZCFIErzjpkCSDPCu+1G/htVgKOoKZe/2iJyrIUJBOyjHjwJOR7SbElBUCwF1pPbvA+HgDpz+/hMYz73QHzbocDggy7Lm5xMEIaY72cwVINIGiwFJIBaWFqybdu7rKMXCUn3xxre0IGknnAILk/spVmibFxDZ8EBB7yUMlej9HVGaMC5BEEV4L7/6TEFg9ff6NOwXhk5doeyJfiFA7ND5zLKBMdDRDkTq0BnevTtion22/udCKj0MABDWfAW5uC9kWYYkSbBarbDZbP5cAa2IohhXN2GYK0CNERggGBCLAUkgkneSfcFnvk5SVlZWwLTzRJ3PHwnRWCoy0QX6HWkom0KWZSb3U1R5FW37KJEuBujZwRJEKWrFAFUQoDQxzEEQRHgvmXhmysB/v9G4ZWfEQiFANRgh5beJ2XwAILYKAZaevWAqP+z/WnC7gJ8+hzpsLLxeLyorKyEIAqxWKzIyMuByueB0Ops9xD/WRwYE48sVkGU5Zqc5EMUSFgOShNZzokMJPlMUBWVlZXwz1hinCWhLkiSIogibzea/689siqaLVhhjMqhZbHW6FU2HVot6pvnVIen89hXV8ECDuVn7C8L/s/fuQXJc5d3/95zuue/uzN60K1laSZZ1X8myLdmyHUKMBfFrUzbg5IVgDIaEX+EEEyD1SyDlqlBJqFBvKq4iuChXgDj5lckbwBgCRDZgCxMHWyBj2RZgHF9lZOu2u9rLzPZcus/5/bHu8ezuzOxcus/pnnk+VSp7d2f6nO3t6T7P9zzP92EQ/+v3FjIEHjvk0awWCIIQgN4MeCy24MofUHiAhIDoxk2IFaeX/+CZx4Hx/cDACICF++78/Dzm5+cRj8eRTqdRKpVgWVbLAT3dx4mOgwwEq0JiQJfgpu03k4LfSA10vXr+VCpFDxIfIDGgNeoJWO6Ov1umQtctoRPXHKvSeNIVqNyslNx83tsxVfoF+N21QOPnV/BIU34BNY/ztnfANE3Yj/yg/YMhGEKAed562JNnIWamtM6jHnzjlgVTxQA8A4xVI0gkGVhh+bqNSQE8ehDy7R9c9rN8Po98Po9oNIre3l4IIWBZVtOp82EXA8I8d4JQCYkBXUI9MaCyBtpdeFINdHAhMaA+lddxo4aUfX19KBaLVGdIKMXd6a+8Xt3vu2mu2Wy2qkBV9PRSVWseCL+fIxr9AhwP+xg4b3k7orEYig9+t63jRLfshP2i3pR8vmEzSsefBwLsCRQkIYCnetCzZggsWyUr4HXYiechjz8LrN9a9efFYhHFYhGmaSKRSIAx1pTZYNjFAIJYBnkGVIXEgC7Btm1MTEzg5MmTOHPmDKSUuPHGGxelQ9u2XX5Q0AMguJAY4L1zP51Twk+WtpasVlZVKVANDAzUFV+FXPjnFabfO/WVSNmx5oESaNkvoBalK98KAwzOg99p6f3mBdu0CgGScxjrzl8wCgwwfOMW7ZkTZQwTPdu3gE2fXvGl7LH7IdddAHCj5mts28bc3Bw4502ZDdIzkSC6AxIDNPPMM8/gvvvug5QS+/fvx4EDB5a95ujRo3jggQfAGMOaNWvw/ve/v+bxCoUCzp49i9OnT5f/TU5OwjRNrFq1CiMjI+X/Tk5O+hr0U+2wP3RT4ErO/eGjmz/3KwX9pVKp4Tap9c6f7XGsq9I8kHHAT3sCreaBbfoF1EJceWDBVPD732rqfeYF2xZ2unWR7AHv7YMTlCC7BoESAgD07r0YfPLVhl7Lps9C/upnwPjlK75WCIFcLgfGGOLxuKdmgwQRCrpk7dwsJAZoRAiBe++9F7feeisymQzuuOMOjI+PY3R0tPyas2fP4sEHH8Sf/umfIplMYm5urubxvvrVr+Ls2bPlYH9sbAz79u3D4OAg+vv7y0ZoLn7f/FvxKSBWphNbC+p27u8mgYVon6UClVuKUlnT32jQX42VrkXH448AZ44yMcDvJE2dn2NhRD3xC6h67P1XLZgKHvxGQ6/XLQSw4VHI+XmIkye0zaERohfsQPH5X+meRpmFFoKNCQEu7PFDkJv3ALFEQ6+XUsKyLFiWhVgs5onZYNAgcYMgGofEAI0cP34cQ0NDGBoaAgBcdNFFOHbs2CIx4LHHHsNv/dZvIZlMAgB6e3trHu+mm26q+TMd7eg6MWgNAmFuLbi09WRQnPtJDCCqUa0UBVjsP2FZlnLB0/Z4va7UPNDvsXSaB3roF1D1+PveBMM04Xz33+v+nsamrRAa3fr5+k1wfvMyYDdWm64L4/wtgRIC4uO7FrUQbBSWnwd+/iPIK65t+r2FQgGFQgGRSAQ9PT1loYC65xAdSUjXzn5DYoBGZmZm0N/fX/46k8ng+PHji15z5swZAMDnP/95CCFwzTXXYPv27U2PpSMwD3PQGmTCELg20nqyljEaEW7CcH0uZSXTSVekCkKWk5ReZwaoNQ/03S/A0WMCKgE4HvsFVENcdPlChsC376kqCBibtkC+8oIWUUQyBmP9BYH3BwAA4/ytgZpndOMmxEozrR/gF4eBHZcCmaGW3l4qlVAqlcpmg2Ffu9G6giAah8SAgCOEwNmzZ/HRj34U09PT+MIXvoA///M/L2cKNHOcSCTi0yxrjxn2BwpRn1ac+4NIGANYonmWXq+mabZsOqkLr7MCDJXmgYDPQSoD/BYbaiCNqLKxxO59Cx4C9/1/izozGOdvhnzlRT1CQDwJPjAUqAC7FkETAozhVTVbCDYKEw5w+H7Ia25uay6u2WAkEkEqlUImkym3KiSI0EPdBKpCYoBG0uk0zp07V/56enoa6XR60WsymQzWr18PwzAwODiI4eFhTExMYGxsrKmxdATmFGB1Bl479wcRymLpHCqv18qafvd6LZVKob5ew2weyH1+HHDOfavZXwlpRJSdRwAQOy9eyBD4xt2AcGBs3Ax54mUtQgAbGAZsG+LEy8rHbpagCQEs2YOe84brthBs+Fgv/xry1ReA8za1fSwpZTkjyjUbLBaLsCwrFLvuYZgjQQQFEgM0MjY2homJCUxOTiKdTuPo0aO4+ebFqu6uXbvwxBNP4LLLLkM2m8XZs2cxODjY9Fi6PAMowAoPS5373aC/G5z7SbjyDlWLsHoilWviF+agvxZemwcqFQP8jtR1mgcyQ3kgLrbthvHuPwR++vCCEKDhvszXbYRz6lWgEPyd46AJATAM9O7cAnZu5RaCjcIePQj5e3/S9g6o2xFmqdlgX18fHMfR4pVCEG3jtyIdUkgM0IhhGLjxxhtx1113QQiByy67DKtXr8bBgwcxNjaG8fFxbNu2Db/+9a/xd3/3d+Cc4/rrr0cqlWp6LF2eARRgBY9Gnftt2+64oJ9Qg5ef+1pBfzeIVEuR0g/zQIULer//Pgq9D5bit3lgzXG3jMM5fxzs3ASM6bNgU2eBqdPA5BnIyTNAdtaXcSUAc+MW2C8+q9W0sVECJwQA6N17ScMtBBuFTZ6C/PXPge372jtOlfawlWaD7jrUNfwNGpQZQBCNQ2KAZnbs2IEdO3Ys+t61177hCMsYwzvf+c62x9GxS0+ZAXoJqnN/ECHhSj9u0L/Ug6Iy6O92kcrrrACl5oFSKjAP1LNTKbip75pkHMI0geE1cIbXLP9xwQKfPgvj3ATY1GmwyTOQU2cgJ04DeaulIWUkCmP0PNgv/Lrd2SshiEJAcu/eplsINgr72YOQm3YD0Vjrx6giBri4ZoOGYSCRSMAwDFiWhWKx2PJ4BKEE8gyoCokBXQKVCXQWbvAqpWzIuT+Xy1HQXwcSA9TBGFsU8EcikXJmiitSdXvQXwvvzQPV3Q8YB+BnrM4YIDSZB5oxHUkBAADGjbrnVcYScEbG4Iws9xli83Mwzk2AnzsDNnUGmDrzRkZBqUZgl+4HM0w4x1/w6DfwlyAKAfGduxCZPuXb8ZmVBY7+GPKyt7V8DPeeXA/HcZDNZsE5RzweRzKZRD6fR6FQoLUGQYQIEgO6BCoTCD9Ld02HhoYgpYTjOMvS+wlCF+7nvtKDwr1uq5WjdEN6f7PU2pXz3i/AUegX4PPxmQFAz71Ph19AeWxwtPpHlMle2Mle4LyNS34gwbMz4OfOgJ87CzZ1BmzyDFDMw3ntFcCab3/iCgiiEBDZsBExewbM7w/e0z8BduwDevtXfm0VGGMN35eFEJifny/7CqTTaRSLReTzeW33dhIjCKJxSAzoIip3k1VAmQHNs5ITumuKFolEMDMzQwY+HkHCVessDfrj8ThisdgikcqyLJRKJVqgtUmYOwkwv//2Gj++QuNlLfwYnDGI3gxEbwYY21L+dsTJgx/6DsRPHw68T0AQhQA+PIxkygAr+J9OzxwbOPx9yLe+p7X3t7BWlFKW2xBGo1H09vaS2SARLGidVxUSA7oINzhXdVOmAKs2jTj313NCTyQSdG49hK7VlXGv2crsFPd+4l6z8/MLO4bz8/MolUqaZ9xZOD7E7SrNA5n0eddek3mgZBxCW2DMFAoREsIwId76LhhbdgPfvQfy3KSqwZsiiEIAS/agd+0I2Ny5lV/s1ZgvHIPcdTkwur7597a5cVQsFlEsFmGaZtls0BWFVUDCM0E0DokBXQQFPOqpFUC169xPf0tvofP5BrW6TTRqPEnn0h+89gtQah4I+L+T7GgqETBbN2lrF2aY/vowVGBwBrczpLP+AuDDn4L5o+9AHHlEzQQaxDh/G5wXA2ZsaJjI7N4GOXFS+dDs0YOQ7/xI0zuiXmWR2raN2dnZstlgpa8AQSiHspWrQmJAF0Fp+/6xknO/u2vqlYkfBVxEu1Res+51616zrlBF3SaCg+clAgod73xv7cy4NvNAwc1ykKwa2YZfQLNUaAELxOKwr/nfMLZdCHznq5Az6na8a2Fs2gongB0OevZeDDnhT+eAlWBnTkA+9xSwZU9T7+Oce3rfd80GGWNIJBLIZDIoFArI5/P0fCEIzZAY0EWQGNA+1Zz7GWPlgF+Vcz+JAd7SyeezmlAFwDehivCHcJsH+hstc86V7ZAvRYBBVysBR6FZQS3DO2fDVuD/+TTMh74F8cRjyuazFOP8rXBeCFZpALDQQtD0qYVgo7Cf/QDy/J2AGWn8PT75S0kpMT8/j/n5ecTjcaTTaZRKJViW5ZnZID3HiJp06DqvXUgM6CJ0tBdUbVroFdX6nQMIjHO/ju4QnUwniAFu0F953QKLg/5sNuv7NdsJ5zJoCOG9SZ1K80Df9681PV4kmD8Gfg2h0i8AEPUyL+IJ2Ne9dyFL4Lv/F3JuRt3EEEyPAACI7xz3tYVgo7DsDORTjwCXvEX3VBax1GxQCAHLsqgjEkEohsSALkJne8EgigGNOvfXMvHTiQ5hhwgGhmEsq+kHsKimn1pMdhbe+wUATJVfgJSQwmfTMF3mgRGNfgHcUFaewFljlg/Opp1gH/k0jO9/E+LpI/5PDMEVAhZaCM7530KwQdjRRyC37QVSfbqnsoxKs0HXHLkds8EgrjeJgMBo3VwNEgO6CB1lAu6YOvuIM8aWBU/NOPcHERIDvCWIu9nVSlIACvq7ET/EACjqJMA48zeFX0pAaMrQ4hF9fgEKF7VGE5YMMp6CfcP7YW7bA/mf/w6Zm/NvXkE0C4TbQtAEK8zrnkoZZheBn/0Q8qobG3q9joDatm3Mzc2Bc05mgwShEBIDugghBCKRxmvGvEBlkFXPuX9p8KRTnPCCIAavRGtUy04BglOSQujHe/NAdfc/7vPOKDcjQElPsKDTL0BIdWO3srttb90Ntu58GA98A+KXT3g+p4WMgOAJASyZUt5CsGGePQqM7weGz6v7Mt1rCyEEcrkcGGOIx+NkNkh4B22iVYXEgC5CRwDpRzZCPRf0bjFEIzEgfCw18XOD/krzScuyQpOdUgu6Nr1FSh/8ArhQtqPNOvUeDLUGfothSsduVTyXyR7Y7/ogjO0XAvd/AzKX9WQ+PKClATAM9O7cCnbutO6ZVIVBAo8ehLzhw/Vfx1ggNkyklLAsC5ZlIRaLoa+vr/ycrDe/Tl33EYRfkBjQRegoE2gnMGjEub/Tg/5aUMAVXGqZT4a1JIXQix8lAjGTwSl6f9xqMNmZGS3S1OgXYJjKuicwyLafr872i8HXbwb/z3+H+PXTbR0rsnkHSs/9qq1j+EXP3kvANXcOWAl28mXIF38JnL+z9msC6PNUKBRQKBQQiUTQ09NTFgooY45oClo3V4XEgC5Cp2dAPWrtmFKadG1IDNDLUvNJ918YzCeJcOF1iQAAOLYiJQBozHmuHRotZvcYaWj0C4C6e7/BmSf+jCLZC/H7H4b5iyMQ938DyFvNz+X8rYEVApKX6G8h2Cjs8AOQ67cCRvUQIIhigEupVEKpVCqbDXLOYVkWisU37mlBnTtBBBUSA7oIXWKAu6O/knN/qVSi4KlBqLWgGla6bkulEgX9SyChylt8MQ9UlALMmc+LcimV/S5LcfxvmFgTlX4BnElPkxDs8X1gY5thHPx3iOd+2fD7jE1b4bwQwNIAvN5CcEZ/C8FGYbNTkMceA/a8qfrPAywGuNQyG8zn87qnRgQZ6iZQFRIDuggVi/Slzv3RaBSGYSAWi9GOqYdQNwFvYYyBMYZEIrEoQ0VKWc5OKRaLyOVygailJLoDKQHH48uNQUBZIOnzOMwwANvntoVVkACEpmBJtVeBH0Gh7MvAfs9HYD71GMT37wMK9QM44/zgCgFBayHYKOyJhyG3XgwkUst/FgIxwKWa2eD09PSiTAGCIOpDYkAX4WVmQKPO/fl8HolEAjMzM56MSyxAu6+t4e70L63pdz8bnHMUCgVks1kK+gmlGIaxSIgaGhqClS9hxvL23mkqNA/0JL+8DkzTLo80Ir5XP9SCcUNheYL09T5oX3g5+Pot4P/5fyFqGAIGOSPAHF6FZI8Jlg9OC8FGYcU8cORByN++YdnPdLeDboVKs8FSSb1ASIQEWjdXhcSALsMNIhtVfRtx7ndvvtWO6ZYIEN5CYkB9lmaoVAb97nW7tM3k0NAQcrmc5pmHH7o26+PeUyuvTwDle2qpVIIQAhMTE8j7sKY1VTnPSQkmfR5L1+68EdVVIQAwQ9lQBme+Cw8iMwjx3j+B+cR/Q/zw20DpjR3dIGcEsGQPetaNALNTuqfSOs88vtBqcGBk0beD0k2gVcKS1UAQQYHEgC6jlhhQuSvlpXO/Dp8ContYGvRHIpGqGSqVQX8tmhXKCKIe1YL+pffUWsaoPT09APwxD2Q+79aXx+HMf8d7Rb/LUgQztAkRKv0CDAV/QgAAY7AveRP4+dvAv/tvEMefXxACgtg+EAAMA+ld24DJk7pn0hZMCuCx+yGvu2Xx9+k5SBBdBYkBXUSpVMLLL7+MF198EadOncKpU6cwODiI973vfYt2pbx07qddQsIL3LKUyuDKDforO05Qej+hmsrsKffabDTor4cffgELB1ZkHuh3wCqltk4CjqY4Sb1fgNp7qegfhrj5NpjHjsB54F6lYzdDz95LgJB0DlgJ9pvnIF95Fhjb+sb3SAwgOhXanKwKiQEB4ZlnnsF9990HKSX279+PAwcOVH3dU089hbvvvhuf/OQnMTY2VvU1+XweZ86cwalTp3D69GmcPn0aU1NTME0T69atw+joKM477zzs2bMHmUwGExMTvv1eJAYQzVDLi6LRspR2oMwAb+jUzzznfFkWilsy5QpSuVyu6eypWgjp/f6vSvNAvzMQGDcBR71JmOCmtnsE7yC/gJowDrHncshNO2D86LsQTx7WloVRjTC1EGwU9tj9kGsvAPhCCQo9BwmiuyAxIAAIIXDvvffi1ltvRSaTwR133IHx8XGMjo4uel0+n8ePf/xjrF+/vu7x7r33XpimiZGREWzatAlXXnklMpkMOOfo7++HZVnUfoXQytLAqlrQ30pZSjt0ahCrgzCfx3rXphv0q7g2/SgRMJlQVuvut1+AkjKEKkhTn1+AVOkXwJi231MIAaR6Yb/9veAXXwn+/XshTrysZzIVxHbsDFULwUZh585C/urIgn8Awmkg6EIiBlEPGeK1iZ+QGBAAjh8/jqGhIQwNDQEALrroIhw7dmyZGHDw4EFcffXVOHToUN3jve9976v5Mwp4CJXU2011y1JUB/0EAaychaL72rR9WIsbCsUA33dzddXsM1OfcaFCvwDO9VRhLA1ExZr1ELd8EuaxI5AP/Qdkdlb9pABE1m9A3MmGroVgo/DHH4LYfCEQS1BmAEF0GSQGBICZmRn09/eXv85kMjh+/Pii1/zmN7/B9PQ0du7cuaIYUA8y9OscgxSRhgAAIABJREFUgpTWXqtuWvVuajuQUNaZ1PKbCErQXws/xADut7u/Ow5TcB417VxKxqEjJUG1X4BpcBQ1iAFVb8GMwd59KbBlF8yffB/i8MNKlQo+OIRkbySULQQbJj+P2LGfQF5xbaifg0G6hxMBRFM72qBDYkAIEELg29/+Nt773vd6cizVYkCQgtZOQsd5Xaktmm3byGazcBwndH9vEgO8Qdd5XCnoD4Mg5VKyHX82nzvGPBCA9Mbktqlh2cL1pAPGuNKEBFtTr/a6v2M8Afvqd4DvuRz8B9+EeP4Z/yeUSKJ3bBRs7pz/Y2mm9MR/Ibb7Chi9vYjFYigUCrqnRBCEAkgMCADpdBrnzr3xoJmenkY6nS5/XSgUcOrUKdx5550AgLm5OXz5y1/GH/3RH9U0EayFlBKGoa7uEHhDgNC1iOpU/Ay6Ggn6vew6EQRIDAgH9dpJulkofplMqsIqeB+ILaQ3KzoffpsHGoY/pgorIMyY8jHLcFNZQgKHhNBVhtFAxocYHIH4gz+G+T/HIH9wH+Q5n0yQDQOZ3TtC30KwYYSD/KH7EHvPR8E5RyaTQaFQQD6fD829NCzzJDRBmQFVITEgAIyNjWFiYgKTk5NIp9M4evQobr755vLPE4kEPvvZz5a//sIXvoAbbrihaSEAWHjQqg54KMjyBy/Oq2EYy8zSAPjWapIgGqWRoD+fz2Nubq7jFoD5vPdigMkcNVqAlP6bB2p6nkhuKnTzXzI2FPoFGAyKKkoWYXAOp4nyD3vLLuD8bTB/+iOIR74PlLztLtHbQS0EG4W9/AxKLz8LKzMCy7IQj8eRTqdRKpVgWVZojQUJgqgNiQEBwDAM3HjjjbjrrrsghMBll12G1atX4+DBgxgbG8P4+LhnY+koEyCfAn9oRgyoDPYjkUg5O6Sypr/bg34Srbyh2fPIGFuWhWIYBoQQiwSpbDbbNQtRq+D951CVeaASl39N4o+jMCBfNrZCvwAOqaNRA9DK7deMwL7ybWC79sF46D8gfvFzT6aSvOQSGF0mBLgUDn0TeOdHAMaRz+eRz+cRjUbR29sLx3FgWVZgMz07TRgmvIW6CVSHxICAsGPHDuzYsWPR96699tqqr73ttttaHkdKSWJAh1At6FpaM+0G/W5qPwX9tSExwF/coH/p9bk06Ldtu2uC/moIueAZ4DVc0Za2734BgBabewkGoTAgX4RivwBdAZVs4/zKvn7Y77wFxiVvAr5/L+SpEy0fa6GF4OmW3x92xNQZID8PJHrK3ysWiygWi4hEIkilUgBQ9mAhCCLckBjQZVCZQGfgmqOlUimkUqllQb/rkB5U9Z7obDjnSCQSVYP+SkGqm4P+WvhWCq8o75upMCnUIQZE9PkFMG4obGAgtX0uvfApcMY2AX/4/8J88lGIQ98DrFxT7zfHOruFYCOY+65GsUIIqKRUKqFUKsEwDCQSCRiGAcuyUCx6W6JBEL5AngFVITGgy6AygXBRLX0aWAj6OeewbRu5XI6Cfg8g0ao5Knf6l5afSClh2zYKhUJXpfd7gePDqWKQylLrffcL4IYWMUDwiDa/AAEOVeUJJmeqmk4swjA4HK8ufs5hX/xbYNsvgvHj/4R4/L8buv754CBSfVGwfHMCQkfRk4a57y0oFuv7ljiOg2w2WxZ+k8kkLMvS3oGAygQIonlIDOgydLYWJKqzNKhy/7kBValUQrFYXLbTn0wmAYCEAI+g67Q2laKUG/RLKct+E8ViEblcDkIIRKNRxONx5HJdvKBuA9uHQEyZeSDgu+ig6zMqNPoFqCxPYEx2zJ64TKRgX/O/wS+6Evz790Icf772ixMJ9I6tAZubUjfBAMKvvA7SMAE0ZmIqhEAulwNjDPF4PJQdCIgugtZ4VSExoEtR2Z+eMgMWqFUzvTSoajS9X4f/QydD53N5JkojohThHVL6kxmgyjyQMwWDaAgwJNQa+C2GQenQ2loK+jeuGDkP4v1/CuNXTwA//Bbk7PTiF3ADfeM7wM6d8m0OYUCOroex7eKW1oZSSliWpb0DAQkQRFh48skncffdd0MIgauvvhrveMc7Fv38e9/7Hh566CEYhoG+vj7ceuutGB4eBgC8+93vLneUGxoawl/8xV+0NRcSA7oQ1zdA1U2z23ZcVzJK8yp9utvOK+EdKxlNUtCvBz+yAgAyD2wbM6p+TBfD7Hi/AAY1QZyz42Lggp0wH3sQ4icPAs6C+V3PvkvAu7RzgIsEg7ziWk/WhmHrQEB0EQHZ8BFC4Ctf+Qpuv/12DA4O4tOf/jT27t2LtWvXll+zYcMGfO5zn0MsFsMPfvAD3HPPPfjEJz4BAIhGo/j7v/97z+ZDYkAX4u7Uq3rod2pmwEot0fw2SiMxwFs68XzqCPo78Tyqwo+sAADKzAP9LzZngFDvXi54VFeFAFrrt9caBmNafk9uGOoCxWgM9puvA7/wMvAffgvxZARmlwsBAICtFwGr1oIx5tl6xe1AYJpmuQOBZVkolRorQSCITuX555/H6OgoRkZGAABXXHEFjhw5skgMqGwrv3nzZjzyyCO+zYfEgC5EdTp02MUAxtiigD8SiZTFFJ0t0Sjo8pYwn89aRn7UXSJc+NNJQJF5oJS+mweakQhEQb0Y4DCuLX3eN4GoCpxLLYkXOhQIkRmC/XsfRurQvwGzyocPFDISg7zsbQD8KSG1bRuzs7PlDgSu2aDXHQioRIAIEp/61KfK/3/gwAEcOHCg/PXU1BQGBwfLXw8ODuK5556reaxDhw5hz5495a9LpRI+9alPwTAM3HDDDbj00kvbmiuJAV2I6vaCYQmyOOfLgqpqQX9Q3NF1tIkk9GIYxjIjP+CNoN+2bUrHDClS+mUeqMYvIGKaQMnf9mL6Wt5pGRaMcaVj63qa6IrhBI9hfu04es+8omcCAUFe/GYg2QsAvmaNVutA4JYUEIQKpMI18+c+9zlPjvNf//VfePHFF/GZz3ym/L0vfvGLGBgYwOnTp/HXf/3XGBsbw+joaMtjkBjQhYR9p75dKoN+N7ByH4CukV8+n8fc3FyglWYyvPOWIIlWlUG/+w9YWExVXqO2rX6XdCWCdB7DhF87wIaiTgJC2PD9bqThfiyMiLbnADcjQEnd2Fr8AjxMS28WW0YxtXo3enFQy/hBQPYNALuvLH+twk/Krw4EQV6vEUQlAwMDmJycLH89OTmJgYGBZa97+umn8a1vfQuf+cxnEIlEFr0fAEZGRrBjxw68/PLLJAYQzdEtYoAb9FcGVZxzOI5T3kWdn5+HbduhfIhQ0OUtOs6nYRjLrlEA5Wu0sgSF6Gz8Mg80FJkHMhXN6R31nwNp6PMLEFJdO0MOPcEU5wyOo+cEFxwDpcQAnKG1MCZOaJmDbuTl1yyYVL6OanNptwNBLBbT1oGA6CJYMGKfTZs24eTJkzhz5gwGBgbw6KOP4mMf+9ii17z00kv40pe+hL/8y79EOp0ufz+bzSIWiyESiWB2dhbPPvssbrjhhrbmQ2JAF9JpO8qc82W7qJVBv1svHdagvxYkBniLn+eTgn5iJfwzD+wUMYCpM0KsQDBDo1+AunG5oeX0akOCoyQW7vfWunH0dKEYIM87H9i4c9H3VIoBlRQKBRQKBepAQHQFhmHgQx/6ED772c9CCIGrrroK69atw9e+9jVs2rQJe/fuxT333IN8Po877rgDwBstBF999VX80z/9Uzmj+R3veMci48FWYLLOp/61115r6+BEMEmlUjAMA7Oz6lxzhoaGMDEx0dYx3ICqMsWfMbYooHJ3/Dsp6K+HF+eVWMA0TfT09GB6enrlF9eg8hp1A38Ai7JR3Ou0UzEMA729vW2dx25kZt77PWAGiQRyHh+1OhFR8PX4nBuA7a8nQTXy0T5NzxOGEiIrv8wjoobsqsDLZnFMF5MAgMT8BNYd/D+aZ6QWyTjk7/0JMLg4tTiTyQTi3m2aJpLJhb9Pox0IHMfpqmvYa9asWaN7Cr6TPfwdJeP07L9eyTheQZkBXYgQYlHtiaoxGzWmqRZQuUG/G0h14k4/oZdmMgMqs1Eqr9FKI79sNtvRQX89KGOlORyfPP4iXEJFlQBnCu7DGq4pyQ1tzxjDjKCk8PYhFWWQVMI5g9DkzliSb6yBrOQQxMAo+NQpLXPRwva9y4SAIKGqAwFBECQGdCU6PAOqiQErpU53e0BFqKWaGLC0BKUyG8UVpnK5HAlTRFv45RfAoObeyVXUtWsIVoURUz5mGW4AULPLySC1BOUL91tdfgGLl7/Wul1IdYkYIKNxyH0HVn5hAKjsQBCPx+t2IKBnMLEitFFRFRIDuhDVteaGYYBzjlQqBcYY1UsTgYNzjmg0CsMwkE6nq5agUDYK4Re2TzEfV2QeqCRQ15D+K7ipra+gbx4SVTA406G1aDNmlDBgi8VroHNrdiP11A/1TEgxcu9bgESq+s8C+nwTQmB+fh6WZXnagYAgCBIDuhK/MgPqtUNz2wdZlkVBP6GNlTpMAKCgv03I2HJlll6H2TNz8COfX4nDv5RgfjvPMQYIDWKA8hEXkABsvxSiKjAmtcTljq6Wgmx5xsd8agQiswp8+oyGGalDZoaAnfur/kyXeWAz1OtAEPS5E/qRAekmEDRIDOhC2hUDlpr4GYYBoH4P9J6ennLqP0H4jRtsVQZcjbSVHBoaasioiCAagTG2rMxk6XU4l83B9mUbWCrZsWec+Z7NzpkBKCp5cJFMXz0744ZaJUJLS8HGPIT8oCSqL33zY+NITh9SPBu1yMuvBV5fsy0lDGJAJdU6ENDzmyCah8SALqTR1oJLgyk36K80SWu09YsOn4JuwN2FDdMD3EtqBf1CCDKbJJThlj8tvV8KIRaVQs3NzS27Dos+xbgm88mVcAlK/AI0JJpIM65+UBdWPVjzB6klKNeVPSQlUHCqn99zq3cj+XTnigFy3RZg/daaP9cp0LRDsVhEsVgkIYBYGcparAqJAV1I5WK0VCphcnISsVgMY2NjVYN+t166nZYtjQoQRHN0ixhQa4e1Muh32w91+rkIOp1eJlAZ8LuZUVLKZVlRjS6q/TIPNBSJAWpKETSYB3JTW52AlOqM9QwOLb+nrvu0ZCYcWf3+lOtdA5EeAp/pvHa9khuQV1xb9zXdsJYgCGI5JAYEjGeeeQb33XcfpJTYv38/DhxY7Pj6ox/9CIcPHwbnHD09PfiDP/gDDAwMrHjcYrGIM2fO4NSpUzh9+jTOnTuHs2fPwjRNjI6O4uKLL8bo6GjbQX8thBBlDwHCOzot8KoX9K+0w0oQXrJSZlSxWPTkfumXLx5X5USvxDxQQ3mZYQJC/bgSgK2wPMHgHI4OPwZNO9AOi9b9eX7dOJIzD6uZjEp2Xgb0D9d9CYkBRMdDngFVoejMR3K5HF566SWMj4839HohBO69917ceuutyGQyuOOOOzA+Po7R0Td6wa5duxZ/9md/hmg0iv/+7//Gd77zHdxyyy1Vj3f//ffjxIkTmJ6ehmmaGBkZwejoKDZu3IjrrrtuWUpYoVBo6/dd6XejzADvCasY4KZVVwb+1dKqs9lsKNMWifBQr8VpqVTyJDOqFlICjk9rbyVBOuD/rj3jys0DJYBSSY+/jWq/AAWWD8vH1JiO7rD65R8zq3ch+YuH1UxGFYkU+q5+J4rMqOu+T2IAQXQnJAb4wEsvvYRjx47h+PHjiEaj2L59e3lXqR7Hjx/H0NAQhoaGAAAXXXQRjh07tkgM2Lx5c/n/N2zYgJ///Oc1j7dlyxbs378fmUxmWcA4NDSEmZkZZQ/ksAatQUcIEejzulItdStp1QTRCpzzRen9pmmCMbaoHEp1i1O/SgRUmQdy5n/gwDlXHq1Kc7nbvDKU+gVAi6mvrkeWlECuKFHPhGIuvQ6jvf1gc+fUTcxnxN6rMZMvLnPfX/rMDbMYENZ5E2qRAV4v64TEAI+Yn5/HqVOn8Itf/AInT56ElBK7du3Ctm3bGt4Rn5mZQX9/f/nrTCaD48eP13z94cOHsX379po/37RpU82fqd6pp8wAfwiKFwMF/YSLbuGvXvtIt64/l8sFwmzKr+5xhqKtZSXmgRrW+MKI6vMLgDq/AM70BFG64jbBI5D2yvem/LpxJH71iIIZ+Y8cGAG27wNQ3X2/0gSac04dnwiiCyExoE1s28bJkyfx5JNP4tlnn0U8HsdFF12EPXv2IJVK+Tbu448/jt/85je47bbbWnq/6uBcd4DQqag+r5VBfy0DtUKhQOn9hO80YioZ9E4SfmUGqOokoMTYT4d5oMKAvBIJwPGrbqQKhvoKDAD6/AJs1PcLcJles6tzxIArrwOWrPVc9/1IJIJUKgUpJSzLAmMstM/toN7jCSIMkBjQJl//+tdx5MgRjI2N4frrr8eWLVvKP7NtG5zzhoPudDqNc+feSE2bnp5GOp1e9rpnn30WP/jBD3Dbbbe1bMqnekeZxAB/8PO81nJNd1Oqi8UicrlcaBcPRDhop21fkJEScHz66HAVYoCUYNLnSFJK5SZ+EoCj0MCvEsa40l1zpkHw0OkXUBSNrZfm0usxmkqD5WZ8npG/yA3bgfNqZ4i6niimaSKRSMA0zXImH0F0JGQgWBUSA9pESol0Oo3R0VG8+uqrmJubw8jICNauXdt0oD42NoaJiQlMTk4inU7j6NGjuPnmmxe95sSJE/j617+Oj3zkI+jt7W153kGvNScawwsxYGlKtWmay4J+vwzUCKISr9v2BRm/hAAA/gfpAJgC5znGDcBRW84hjcZ2j32Bm0r9EXR8jnStO6QEinaDgQBjsDfuRuQX4c0OkIa5YitBF9u2MTc3h76+PkSjUcTjcViWhWKx6PMsvSNMQjBBBA0SA9rkpptuwvT0NJ544gk8/fTTKJVK6OnpQSKRwKpVq7B9+/aGhQHDMHDjjTfirrvughACl112GVavXo2DBw9ibGwM4+Pj+M53voNCoYC7774bANDf348Pf/jDTc9bCNGQqSERbJrJ8Fi6u1oZ9HvZKi3MuOIKLSz8RVXbviATevNABbvKTId5oBHR4lMAqPULYJCa/AL0CHmCx14/v40xtWoHRhBeMQC7rgD6Vm47vZRsNgvGGBKJBJLJJCzL8rXTFEGopJl7QDfBZJ2nwWuvvaZyLh3B3Nwcfv3rX+OVV17B7OwsXnvtNVx99dXYv39/oFLlE4kEYrEYpqenlY05NDSEiYkJZeN1A/F4HKZpIpvNlr+3UqDl7rJ2cqDVKgMDA5ienu6InWeduJ/1ldr2uddjN16L2bw/goABBzFY3h94CSYcMJ9T+LlhAiW1gUgp1gdbU5mAzaLKygRMDkjFJRg6KbAezBWbyPqQDjYf/CyYlV35tQFDJnsg3/NJINpcV4x0Oo2ZmTdKIxhjiMfjiMViKBQKddsS6qZTMsZ0smbNGt1T8J2ZJx5UMk764gNKxvEKygzwgFwuh7NnzyKVSmF4eBj79u3Drl27kMvl8Oqrr2J4eBiAvvS4augQJmjX1VvcICsajZZTqoHFQX+n764SwaBa277h4WGtbfuCjJ9+AYYi80CmYodXg7udQv++xSj2C+BMqk66gGFwOH7Wx9Sh4DS53GUGCmM7EX/2p/5MyEfkpW9rWggAlq9RXWNBy7IQj8eRTqdRLBZhWRat44hQIskzoCokBrTJzMwMvv3tb+Ppp5/Gzp07ce2116K/vx+PPPII+vv7sXfvXt1TrIqOVn/umBScNodhGMvqqIGF3VUhBKSUmJ2dpfPqAUHK3gkijbbtM02TsoDqIKR/8boqMcD3UgQpAcU7fYKb2oKcBX8EdeN1UzAnwVB0mr+vz67ZFToxQA6fB2y92PPj5vN55PN5xGIxpNNplEolWJZFu/EE0QGQGNAmzz33HCYmJnD77bfj4YcfxkMPPYSbbroJpmni5z//Ofbu3Qvbtlt2/fcLHWIABVr1qQz6a6VUL91dNU0TPT09JAR4BF2jC3RC274gY/v4cVVhHsiZ/39zbkaUlwhIM6bNL0CAQ93gUksQJzSVXwgWA1qoFZ4e2ITheBIsP+/9pHxCXnEd4OMzrFAooFAoIBqNore3F47jwLIs7WsQeg4RDUGZAVUJVoQaQmKxGAzDQH9/P7Zt24YHHngAADA4OFiu41YddDeC6taCgB4BIojUq6NuNqWagldv6bbz2alt+4IOmQcGE8EMKM3VrxxbYaBscAZo2NDVdQ8pyUhrb2QGiut2IPbc495OyCfkBbuB1etbf38Tf59isYhisYhIJIJUKlUuKaBSMIIIHyQGtMnIyAjS6TRefvllOI6Dubk5nDp1Cj/96U+xfv3CTTmIwYWO1oLdFmh5GfTXotvOKdE6tVpIujv9hUIB2WyW0j4V4JcYYKgK0lX4BWgIHHX5BTDGoXLT3PC/K+QyotEIikW1bSJdCk7rnZNm1+zCcAjEAGlGIPf/bsvv55y3JNaUSiWUSiUYhoFkMgnGGCzLQqmkuCUoidVEA0haL1eFxIA26e3thW3b+PKXv4wNGzZACIH7778fhmHgqquuAhBMMUBHENmpmQFu0F8ZbDHGyuZp1dL7vYLEAG/phPNZGexXM5bshrZ9QcYR/sW5BnP8zzSXUkkpgmq/AMlaC4a8gBkmoHBDVUd7P10iowBHSbS+7jg3uBlD0ThYMe/hrHzgwjcBPZmW384Ya+tv5G6Gcc6RTCbLbQmLxWLLxyQIQg0kBrQJ5xx9fX347d/+bQDAjh070NPTg02bNiGVSmmeXX3c4FzVQzrsYkA1x3TG2KKa/mw2qzRNrhOC1yARpvPZSNu+INRyEovx00xdhXkg59z/bWUpARWCQwXCjCsdb9HYSjUIPX4BuroIOKx5V/1FcBOlddsRfeGoNxPyAZlKQ+55U1vH8KrTkxAC2WwWnHPE43Ekk8my+SBB6Ia6CVSHxIA2icViePe73617Gi2hOvAJS6BVGfS7wdbSoD+Xy5F5GqGEWiIUte0LJ/75Bahp92cazP84nXN/VZMqCG5oqaMHAEcyqDIPNBhTbpKos6Vwy34BFcyetwtDQRYD9v8uEIm2dQyv/0ZCCMzPz5fbEmYyGRQKBeTzec+vBVqHEUR7kBjgAc899xxyuVz5XzabhWVZmJ+fL98Ms9ksPvOZzwSqq4DqVn9Bywyo1ybNDbLIMb270ClYuddj5TW59HokESr8+NlJQMVuurBLLfiyN4v6z6CAuoB8MUypeSDngFCcLMQ5g6PJkKEdvwCX6cGtGIzEwBR3t2gEOTIGbL6w7eP4Jdi4xoKuKJBOp1EsFmFZFj3HCPWEYENSB8GJTEPMv/3bv6FQKCCVSpXTolKpFAYGBrBx40b09vYikUgEbldcdXCuK9CioJ9oFBXXqOvgX7nbT237ugMh/UsJNxRta6vIPlD9lJBMbUBeCVOckcA6tBNENQQMOKL9q0kYEZTWbkX0pac9mJV3SDDIK6/z5FitGgg2g1suEIvF0NfXVy5la7dshZ6TBNEeJAZ4wF/91V/pnkJLqG4v6Lf4sNLOKgVZxEp4KQY02raPHPy7Bz+TsAwu1ASVKsznVJsHmm3WlbcztuIaVh33GhFWv4AK5tbuxmDAxABsvQhYtdaTQ7mlkCooFAooFAqIRCLo7e0tlxSQvw3hN+QZUB0SAzwim81iYmICs7Oz5dKAyclJ/M7v/A6GhoYClyIPqG8v6FWgxRhbVkO9dGfVbW1DQT+hAmrbRzSCn34B8QiH7XMWM2cK7qdSqhEcKhA8os0vQCj0C2CQyp+JpmnA9rU2pjZF4d0S99zQNgyYUTA7GO74MhKFvPStnh1Ph69DqVTCzMwMTNMsG267GzYEQaiDxAAPmJ2dxQMPPIDjx4+XHb4TiUR5NxpA4IQAQH2ZQLPjVQb9tdKpKeh/Q2Tp5nPgFStlyxiGsUiIorZ9RDP4KQbYRf/rmbmKoJUbYKrNAzX5BUgAjsLyBEOF+eMSODfgf/uJ5UjpjV+AizCisNduQeTlX3h2zHaQF/0OkOrz7Hg61xC2bWN2dhaGYSCRSMAwjKbaEtLahyDag8QAD/jhD3+IM2fO4F3vehcGBwdhGAY452CMIR7X165oJYQQ5WBGJ/VqqCmdemVIDPAO91xS2z7Ca6T02SBfRZSnZMderWOA6oC8EsZNpRkJHFJ5WC4VZ3mUx2WR17MuvGNuzS4MBEAMkH0DwIVXenrMIKwhHMcptyVMJBJIJBLI5/MoFIJn3EiEE6nBnDYMkBjgAfPz8xgfH8emTZt0T6UpVBv6McbAGEMymSwHWFRD3T5hadkYRJa27YtGo+WMFGrbR3iJn1kBXEVEKSWYAsFBtcGdTr8AKK5f1RHs6SoRsFn7LQWXMjWyHQNmBLBLnh+7GeT+awDD2+W7CgPBRhFCIJfLgTGGRCKBTCZTNh+sRlDmTRBhhcQAD9i6dSteeeUVvPTSS+W2Ke7OYX9/P4aGhnRPsSp+lQnUM05zMybcAIuC/vZR7f0QRhpt22dZFqLRKObm5nRPmegAXLEpEokga9lAofpitl1MBeaBjDM12d6K+97xaBwo6XkOqfQLAKTy561hGNqyp4rCezFAGHGIdVvBX9KXHWCMbUF8fJ/nrfkYY4Fbj0kpyx5c8XgcmUwGhUIB+XyeBACiJchAsDokBnjA6OgoDh06hF/+8pfYuHEjpFww6cnlctizZ0+gDQTbmVOtoL+ecdrQ0BByuZxXvwIB9V0hgky7bfvczACCaIZapqaVZSW5ef9SXQ0FUboSvwAJ5eaBmnQA5eUJEYNDKA7MOWe+dtCohZRAwfbnmZg9bxf6NIkBknGULvtdcMfxtDUfgEA/96SUsCwLlmUhFoshnU6jVCqVf3cSBgiiPUgM8Ijzzz8fw8PDME0TsVgM0WgUQgisXr0aQDANBBsNIiuD/krjtFbc0l0BImgKdJjpxjIBv9r2deO59INO9bGod93VE5ukBEo+BkXyC1aPAAAgAElEQVRMQZkAUxGkcw6mMHqUAGxNbe84N5T6BZgGR1FxYK7t82/GIW1/7uMTQ9vQyw0wxRksAIDtlwCDo+XWfNFoFL29vXAcB/Pz812xrqr2u8/MzJB/D9EYtL6rCokBHjA2NoaxsTEAC/4BpVIJiUQC0WhU88zqszS9vFQqgXOOnp6eZS3S3ACrWCwil8u1/NChYMt7Ov2cUts+QgdLg/6l110zpU6+x5sKrn0lYoBipOF9KnnDYzO15r22hjp3bX4B0r+1l20m4KzZBPPE//g2RjVkNA65b3ErwWKxiGKxiEgkgp6ennJafTcExpW/Oz37CaI9SAzwiHw+j6NHj+J//ud/MDU1heHhYQwNDeFtb3tbS1kBzzzzDO677z5IKbF//34cOHBg0c9t28Y999yDEydOIJlM4gMf+AAGBwcbOrZt2zhz5gxOnTqFubk5HD9+HJOTkzBNEzfccAO2b9/uW4s0NzOgGx5WqugUMSAIbfs65VwSjVOrc4SX152f5oELWQE+78AqSt9X/cmTRlRHR8GFsTvcL0BnBmDep6wAl+zaXcioFgMueQuQSFX9WalUQqlUgmmaSKVS5bT6Zoxvw5rF1e2tpYnmkAhelnYQIDHAA4QQOHLkCB577DHs3r0bzzzzDK688kocOXIEP/7xj3HVVVc1FWQIIXDvvffi1ltvRSaTwR133IHx8XGMjo6WX3P48GEkk0ncfvvteOKJJ/Dd734Xt9xyy7JjOY6Dp556CqdOncKpU6cwNTUFzjlWrVqF0dFR7NixA7t370Y6nS6LFn7W9AfROyHshC2ADXLbvrCdy6ASxDIB10SyUnBijJWDfj87R/iZGWAy4XtMybnsSPNAwYyFGg7FSAC2Qr8AgzHlooeu26iUQMHxd40xtWon0vxbYIrEDpkZAsb3r/g627YxOzsLwzCQTCbBGINlWSiV6meFBO1eTRCEWkgM8ADLsvDYY4/hYx/7GEzTxKOPPopLL70UGzZswBe/+EVcddVVTR3v+PHjGBoaKnchuOiii3Ds2LFFYsCxY8dwzTXXAAAuvPBCfPOb36wayHDOMTU1hXXr1mHfvn0YHBxcFIyPjo7izJkzyhR8Cra8J6gGgpVt+6oFX5Wp1gThFSuZSJZKpbomkn7gZ7a0oUIMUGQeqLoUwdEU/zDFfgGcK9dZdGgsAADBY/A7x8SO9sAZPR/ma8/7Oo6LvPxawGi8rMRxHMzNzcEwDCQSCSSTSViWhWKxWPX1JAYQ3YKk+KMqJAZ4QDQaxfT0NOLxOAqFQnlHM5VKlRXZZgLgmZkZ9Pf3l7/OZDI4fvx4zdcYhoF4PI5cLoeenp5Fr2OMLSsxqER1WzrKDPAeIUQ5pV4HjbTtUx18tQqJVeGiWl2/ayLpik26/SQcn2N1LhVEeYrMA1VazwtuarsfMcV+AUxDLYSuz1zJR7+ASnJrx5FWIAbIdZuB9Vtbeq/jOMhms+CcI5FIIJFIIJ/Po1BY3NkkzGJAWOdNEEGCxAAPcBeiMzMzSKfTKBaLOHr0KB5//HFceeWVgQ4wVNfwB3UXO8yoOqfttu0LA0H+rIYJr//+Kur6/cJPvwAA/gfqUoKpEBwUOwZIM6bNL0BApV+A+sBcp19AUagRWs6N7EIf+w8wH591knPIK65r+zhCCORyOTDGkEgkkMlkYFlWWRQIsxhAEM0gGcUf1SAxwCN27dqFEydOIJ1OY+3atXj88ceRTqfxpje9qengIp1O49y5c+Wvp6enkU6nq74mk8nAcRzk83mkUtXNZeqhOjgXQpQX8oQ3eB3A+tW2LwyQGOAdrZzHanX9ABZlmYSttMRPfWJhx9ffRTzjTIlfgIr2iJXo9AtwFNYncKjfPdV1D5XgKDpqxi7GeiFGNsA49ZJ/g+zcD/QPe3Y4t9uAZVmIx+PIZDLI5/MQQoRWDAjrvAkiSFBU5hHXX399eYF6ww03wDRNrF27tqVjjY2NYWJiApOTk0in0zh69ChuvvnmRa8ZHx/HkSNHsHHjRjz11FPYvHlzSw9g1WUCFGx5TzvndKX2adS2j/CDWlkmYSwtWQk/MwNM5nSGXwCgpD3iouF0+QUwrlSD4AagJLGjAqmpDaXDolCZYZJbO44+n8QAGU9C7n2LP8d+vduAZVlIJBJIpVKwbZsyBIiORyrvWRMOSAzwiFgshlgsBgDYsGFDW8cyDAM33ngj7rrrLgghcNlll2H16tU4ePAgxsbGMD4+jv379+Oee+7B3/7t3yKZTOL9739/S2OpruEnzwDvaUQMCELbPqI7WRr0V8symZub68hFqJD+Bp0qzANVmfqpNA+UjEPout64qaYzgzscpMrhAABCk9JSkhGl402t3o1efM8XTwa592oglvD8uEuxLAtSSpimWS5zdb8XBsIyT4IIMiQG+ES7O+A7duzAjh07Fn3v2muvLf9/JBLBBz/4wZaP70JiQPipvNaC3LaP6GyWCk4DAwOQUi4SnHK5XFdlmfjZRQBQYx6oJEhnHCojZGHGlI21FKnYL0D1Lr1hcDh+9tKsQ8FRa8xYjKUhVq2DceYVT48rB0aAHZd6esx6MMZQLBaRzWYRi8XQ19dXXit00/2a6HzIM6A6JAb4RFhS4VV7BlCZgDdUtu2LRCKIRqMYHh6mtn2E7yy99ioFJ3e3v1QqYW5uruuvP9/NA/2us5dQ0klA9RNBcFNpa79KHIW75gxS2y69agQ4bKF+oT+/dhy9XosBV1630F1DEZXlAYVCAYVCAdFoFL29vXAcB/Pz84EVBSgzgCDah8SALkd1WzoSA5qDMbYs8FpaW53L5WCaJiYmJnRPl+ggGr323PaplcTjcQ0zDh6+mwf6vBDmXCrZsDc4h1CYrKTazd+FG6bS+n2DMyVdISvRFZsJpifb49zq3ejFQc+OJzdsB87b5NnxGqGaV0CxWESxWEQkEkFPT0/ZfJCyCgmi8yAxoMuhtP1g0A1t+4jgslJdv2VZKJVKDV97JPotBEV+msZ3knmgsJcLSn4hwbTtlqs2r2JMKpc8tLUUVOwX4JJPDMAZOg/GxKttH0tyA/Ly/+XBrJqjXitIN9PLNM1yxyp3LRIEaD1ENIPs8nVJLUgM6HJUlwkQWLbb2i1t+wj91DOSLJVKXVnX7xd+lwioMA9Us63MlNrdy4g+vwCx0OhP3YCKAyWtfgG2Wr+ASkobL/JEDMDuK4D0YPvHaZJGugjYto3Z2VkYhoFkMgnGWFkkJggi3JAY0OWobi3YTdRq2+cGXtS2j/CLenX9ZCSpBt/NA333C5BgKoJ0xYZOgke0+QWozUiQXfNsETDhSH3rmLPDO7AO32vrGDLZA3nxVR7NqDmaaSnoOA7m5uZgGAYSiQSSySQsy0KxWPR5lgTRPtRasDokBnQ5OsoE3BTiTknvorZ9hC7q1fW7QX82m1We0tkpn+128N080OdAnXGmxC9AuXmgJr8AgPnaZnIpBody0UNX+YXDolrGdbGSQxADo+BTp1o+hrz0rUBUT9ZKKxtCjuMgm82Cc45EIoFEIoF8Po9CoeDDDGtDzxqCaB8SA7ocHWKAO2bYgmNq29cdBFWsqlVeUnntNVPX7zfdnHEkJeBvtrT/5oHRiAnhKFjYK3S4k1Dr5r8Iw1TZPRGcMaVaAGP6ArOi0L+UtdbtQqpFMUAOrwG2XuzxjNQghEAulwNjDIlEAplMBvl8Hvl8XvfUCGIZ1FqwOvrvoIRWdBh9Bd1crDLF2g2+GGOBbtsX1ACWaJ6l5SVL6/qpvCT4+F02bSrwC3BKRTW79grbCEhT5w6y6mee2mfBgsCv/p4kJVBw9PkFuJxbsxupp37Y0nvlFdcpL5fxGrfbgGVZiMfjyGQyKBQKsCxL99QIglgBEgMI5YFkUDoYNNI6LSwO/q73Q9DnGQZUfR5c0alWpol7/VGmSfjwu0RARScBpiRIZwstEhUheVRPhQDwek27wt+1S8RCySMQtv7NhfnUCERmFfj0mabeJzftAlZv8GdSjc7Bw2edlBKWZS0TBfL5vOfPVFrvEM1CngHVITGAUJ62rzozoBva9rldIWi3uH28vj4bqesPWqZJuwQ9+8dvwm8eCDXp+4qvEYdx5Q77C6htZ8g1pOzrevbY0OsXUEl+bBzJ6UONv8GMQF5+jX8TagA/hW+3XCAWiyGdTqNYLMKyrNCuswiiUyExgCgHkqrEAD8zA5am93dL275uD768pNVz6YpO9er6wy46ESvjv18AwCB83WPmXHameaCmzx3jhlIzP4Mrrb7QmpUWBL8Al3OrdyP5dONiQPTSAzBGzoNlWdrWJCr+doVCAYVCAbFYDH19fWWPm3Z/Z3qOEs1CngHVCc5dlNCG6vaCXgSuK7Xt67Z+6SQGqKXW9bd0p79brj/iDYT0NxmcQfqeAq5suaRwMc8iMT1JAVC/AFVZegEAnDM4jvqTKyVQsIOzuM/1roHoGwSfnVzxtTKVRn77pYgUi+jt7YXjOFoMiFUKOa4oEI1Gtf7OBEEshsQAQnkNvxCiXB+9EtS2rzFIDPCOynNZq4MEXX/16ebr0e8SAUOBeaDfbQsXxpBKOwk4PKK81Z6L6HS/AE0ii2DRwNUA58fGkfzFj1d8ndz/u0AkilKphJmZGUQiEaRSqbIRn6pnio7ywmKxiGKxqO13JrqXoN0vggKJAYQWMWDpeI207eu0umov6ebgyws45+XrLxqNIhpdqEN1g363xISuP2Il/DYPNPw2D5QSTIUYwAwwWfJ/nNdxwKEjalXdzpAz9eUQDvkFlJlZs2tFMUCOjAGbL1z0Pdc01jRNpQGyzhKPyt85mUyCMVYupWsEKhMgCG8gMYAoewaooDLoSqfToWjbFwZIDGiMRswkXRf/YrGoe7pECPFbDPDbPJBxpsQvQLl5oKa4gXFTaUaCaTA4Ch+fnKs1R6wkSH4BLnN9Yxjt6QfLnqv6cwkGeeV1Nd9v2zZmZ2dbDpCbJQhdiGzbxtzcHAzDKP/OlmWhVFInFhLdAXkGVCd4d1JCOX54BtRzUHccZ9EDTveDqBMgMWA5jdT1VzOTNAyDziXREEvFJTCO6flpf8f0ObWeK9o9V9tS0NT3nFG9+FRYegEAjHGoUY8WI8FQcIK5sM+PjSPxq0eq/3DLHmDV2hWPoSpADoIY4OI4Dubm5sA5RzKZRDKZhGVZNYX5oMybIFrhySefxN133w0hBK6++mq84x3vWPTzUqmEO++8Ey+++CJ6e3vx8Y9/HKtWrQIAfOtb38KhQ4fAOccHP/hB7Nmzp625kBhAQAiBSCTS0nsb2Wl1H2DujZtzjkwmQ6qvhzTjw9BpeF3XT8JK+3TiOawmLi3rVGL5nU3if52932JDGYVBqzD0pZMr9wtQHCDpCsgcFrwSAZfpNbuqigEyEoW87G1NHcsNkA3DQCKRQDKZxPz8vGfrJ8ZY4IxuhRDIZrPgnCORSCCRSCCfz6NQKOieGhFyguIZIITAV77yFdx+++0YHBzEpz/9aezduxdr174hFB46dAipVApf+MIX8JOf/ARf/epX8YlPfAInTpzAo48+ijvuuAPnzp3D3/zN3+Dzn/98Wxne3Rk9EIto1DNgadBf2bav3k5rq+MRjdOJwddSKktM3P9Wlph4VdffDeeSqA3nfFlWE/CGf0k9cclv80BTgXmgEjFAsXmg4OZCmwfFqPYLAKTywE5XIGnL4IoBc+kxjKbSYLmZRd+XF/0OkOpr6ZiO45QD5EZ2zRuFcx7YjRkhBHK5HBhjSCQSyGQyyOfzyOfzACgzgAgvzz//PEZHRzEyMgIAuOKKK3DkyJFFYsDjjz+O3//93wcA7N+/H//8z/8MKSWOHDmCK664ApFIBKtWrcLo6Cief/55bNmypeX5kBhALAp+HMfB1NQUhoeH0dvbS237QkInBbC1sk0cx1lU008lJkQ71LvO3KymbDbblLgU+k4CEmqCdM7BHIVigKbbBOeGUr8AgzOl4+lwoncpOIaWcRuCcRTGdiL+zKPlb8nefuDCK9s+dLVd83ZEgSCVCdTCNVO0LAvxeByZTAaFQoHWAETTSIXr5E996lPl/z9w4AAOHDhQ/npqagqDg4PlrwcHB/Hcc88ten/la9xyobm5OUxNTWHz5s3l1w0MDGBqaqqtuZIYEBJyuRz+9V//FVNTUxgYGMAtt9yCZDK56DUnTpzAN77xDRQKBTDG8Na3vhUXX3xx1eMJITA5OYmTJ0/izJkzmJiYwOnTpwEAIyMjuP766xGLxajdS0gIqxhQL9vE3emfm5tT+sAP67kMEkE7h42k+Ld7nQnpf9DJfa7N5lwqKv9WlxkmGVPurv/G2GoDVsVagGoPyDISHCUR7OzCmdXji8WAy68BDO+W3O6uebup9GEQA1yklLAsqywKEESQ+dznPqd7Cg1DYkBIeOihh7BlyxYcOHAADz74IB588EFcf/31i14TjUbxvve9D8PDw5iZmcE//MM/YNu2beUas8OHD+PkyZM4ffo0hBAYHBzE6OgozjvvPLz5zW8G5xyG8cbiheqzwkPQgq+lGIaxLOgHFtf1ByXbRGV3DcJbaqX4t+of0QwqNFP/zQPVoNQ80NQXNEjFfgGqzQN1xZBB9gtwmenfiFWJHjArC7lmI3D+uC/jVEultyyr4fVbmMSASvL5fCDWCwTRCgMDA5icnCx/PTk5iYGBgaqvGRwchOM4mJ+fR29v77L3upvE7UBiQEg4duwYPvrRjwIA9u3bhzvvvHOZGOC6TAJAOp1GT08PcrkckskkDMNAX18ftm7dilWrVi0yDOScY9WqVTh16pSaX4bwnKCIAfXqrb2s6/ebIJxLojZ+pPi3i98tBVWYB0IqygJT7hegbLgyEoBNfgG+UJKtGR4rhRkortuJ6HM/g7yiditBr6hMpa9WX19zmiEVAwiiFRYEWv1s2rSpnJk9MDCARx99FB/72McWveaSSy7Bww8/jC1btuDw4cPYuXMnGGPYu3cv/vEf/xFvf/vbce7cOZw8eRIXXHBBW/MhMSAkzM3NIZ1OAwD6+vowNzdX9/XHjx+HbdvlepNYLIa9e/dWfa0frQVXwjURJGXXG1SLAY3U9edyucAaE9WDFkbt42V2RWWKf1BKSarhtxhg+h3RSgmmQgxQbB7oQPHu/Osw1X4BjCn9NfX6BYRj6Tpz3i4MGwIYWq1szGr19fVEARK+CUI9hmHgQx/6ED772c9CCIGrrroK69atw9e+9jVs2rQJe/fuxVve8hbceeeduO2229DT04OPf/zjAIB169bh8ssvxyc/+UlwzvGHf/iHba+3wnFH7RK++MUvYnZ2dtn3r7tusarMGKt7A5+ZmcE999yDm266qeELxA0mVS2og7KT3Sn42aEhiHX9fkLXph50pvi3i5SA3354fpsHMs7U+AUoNA+UAIQm90Cm2i+AA0LhR0PXPVIyA7YIx/15ZmATBsdGtDQzq6yvdzMFCoUC8vl8RzyrO+F3INQjFfrVrMTFF1+8zNft3e9+d/n/o9EoPvnJT1Z977ve9S68613v8mwuJAYEiD/+4z+u+bPe3l7MzMwgnU5jZmYGPT09VV+Xz+fxpS99Cddddx02bNjQ8NhuMKlqoa16PGJl6tX1d1MXCRID/KUyq8S93nSn+LeL/yUCAGeOr2IAV7atrO6zJc2YsrGWIhRnJKj0YQAAqdifwMWGvr9psyRiDCyRXPmFPlNpupdOpztKFCAIon1IDAgJ4+PjOHLkCA4cOIAjR45g165dy15j2za+8pWvYO/evdizZ09Tx1cdAFHApY+V+qjbtg3LskioIVrGXWSulOJvWRZKpVLoF6UqNrr9Ng/0+/jlcZSMsoAwotr8AlRrpur9AvR8ZksiPMvW3miwhHO3XCAWiyGdTqNYLIb23hvWeRN6kVrydIJPeO6qXc6BAwfwL//yLzh8+DAGBgbwgQ98AADwyiuv4NFHH8V73vMePPnkk3jhhReQy+Xws5/9DADw3ve+F2vXrl3x+H6mmQdhvG6EMbYs6A/7DqwKSKhqHldgcq+zaDRavv6CnuLvBbbvv5b/dfaqxACVUbLq3XkXxrjSdoYMUmlwFI1GW+5r3w5SAnlHbflFqzBIpKLBDFgLhQIKhQJisRji8ThSqRTm5+cpwCaILoXJOp/+1157TeVcCI309/fDsqwVnWe9IplcSJ2bn59XMl6nE4lE0N/fj3w+D9M0l+3Auv+lh/3KmKaJnp4eTE9P655K4Ggkxb9UKpUzArLZrO4p+46UwIzl7xgGHMTg4yASiEgFrWSlBJNCyd6MBJCP9CoYqQpGFCWFuleEA0KoE3UNg8NR5PtQiYCJqVKf8nFbIRUVWN0XbPHTMAwkEgkUi0UkEolyVmAYSgEdx+lYcVkXa9as0T0F33n2hd8oGWfrpnVKxvEKygwgAKjvrU693FvDret3AzHTNCGlLO/uFwoFZLPZUDzMiWDTToq/W3rSDTgK9DW/zQM5l0rMA5lhgtlqdpSloa8XvVTtF8AU+wVoKhFwmL6/abP0xIL/DHZNo4vFIorFIqLRKHp7e8s9zWkdQRDdQfes2Ii6qG4vKIToqoChWZamXS+t6y+VSsvSroeGhlAoKNjd63C6rUyg1rXWjot/N51DFZtTvosB/h16EYZhQNUGtjSiOioEAACO4mBZdcaXyhKISooiomXcZglyiUAlSztIuaJAJBIpiwJB9Q+iLEeiFcgzoDoUjREA1Nfwd1OwUI9G6vrz+XxDdf2uoEMPyfbo1GvTy2uNeAMVnQSY9Hkx7vfxX8exbWVLMYfxhRoO5TDFw0qlO7i6SgQW/ALCkU2YikrwEDxCaq0XSqUSZmZmEIlEkEqlIKXsaM8Xguh2SAwgACwEkpGIOtW92wwE3VrrykDMTbt2A7H5+XnYtt1yMO+WXtADuz06QQyovM462cU/CITePFBK/8UGF6Hu3qQpkx3MMJWUXLgYnCnumKDn3ih4BNIOx305DCUCQG0xwMXNQjRNsywKWJYVCMGYnl1EK1BmQHVIDCAAUGtBL1ka9Lt1/Ut3X73ezenkc0pUp5EU/1wup7z2s1uuRcff7H0AgOHzCIwzNcGrhO8dEVwEj2gLFgQ4VNYnGIr+fC666shthMMvgDGJZAhKBICF50cjf0/btjE7OwvTNJFIJMAYK29eEAQRfkgMIABQa8FWMAxjWdAPtFdr3Q7dEoD5TRDPI6X4BxMVJQIGc3yNLU3O1USTnIOpuhea+vwChHK/AHXBOWP6dmSLIhzL1UzSQDSCUNyLGWNNiTu2bWNubg6GYSCZTIIxVs4yI4gwIGWw1nZBIRx3V8J3yDOgNpzzZUF/EAOxMJ1TojaU4h8eOsE8kEmhK272DcEMbX4BarUAtX4BnBtaytCkBIp2ODYPkhEnNLvnrXoMOY5TFgUSiQSSySTm5+eVigL0/CMI7yAxgABArf6A5XX9kUiknEbnVV2/n5AYEC6CmuJPNE4nmAdKR80CXuWdSTIOtcnzr6PaL4AxxRkQmkoveCwUtb6cScSN5bvnQRUF2jUcdhwH2WwWnHMkk0kkk0lYloViUU37UIJoljDcR3RAYgABQH1rQd00UtefzWZDFYiRGBBMujHFvxuuRSFVmNT5bR4IZXX8yswDDVOjiaraa55zpZ6MGv0CwtFSMBWVcG97lbvnQRUFvOo+JIQoiwKJRAKJRIJEAYIIESQGEAA6o4a/GkGr6/eTbhN0gshKKf5BziwhmsP/LgL+mwdyLpWZBzJFogOLJgBN8ZYjGVTunjOVY2lsW1twwrFUrdZFIMiiAOfc07+pEAK5XA6MsUWZAoVCwbMxACoRIAivCccdllCCu5un6kbr5XhL6/ojkQgYY/8/e28aI0l61vv+3jcict9q66rqmZ7FY88YmAFje7Ax2Aa54XDwHR/b10eYxceWkBAy/oIEiC8gIT7AByRfsLHEReJ6dEAglnOMzeVwjsdcg814aRbjORiMp90zvVRXVVblvsX2vvdDVGbXkrVnRkRWx08qVVdVdkZkZGTE+/yf5/k/o6Dfdd0Ll33dT9LqER4nEZmSEv+LTRgtApmURE8xuRba1ULKcAwWACVNolADNCIC88DwtielwPfDD8I0AsePv8gthSZnHX589vfZSykjN9+b1npPaz0SBbLZLJVKZSqiQELCaUnaBMaTiAEJI8IWA4aZ7NNsb9jXvzvoH5Zc3+/Z1/uhNDtsjivxvx9EprNwP5yLYcS2yrOnu3SZsh/BkDDPhTBEmnFIaUCI25ZEV7YfJtrIgBv/a8nuFoGjGPbZR2m+FxZaa3q9Hv1+n0wmQ6VSYTAYMBgMzv28CQkJkyMRAxJGDFsFwlpgDDPZh23vuJLrWezrnyb3QwA2TfZn+peWlpIS/4SxaA1hJEmnWlqv9dTNCYeIsKrNdqrBoiAwLQwPaYSm5QDg+xH5BehUJNs9LeNaBI5inPneRRYF+v0+g8FgJArYtk2/34961xLuM5LKgPEkYkDCiLB9A4bbMwzjQNAPF7Ovf5okYsDJOEmJfzqdZmtrK+I9TYgroWWfpxjtiTCd6ENyudNmOpTtjEOF7Bcg0aENLpAy/BaIIf0ZqAo4rkXgKHab790vosDuSgHbthkMBonInpAQIYkYkDBi2j3nw1FqwwAsk8mQyWRGjupJyfX5SMSAvZynxL9YLEawxxeHi3wuSilBCabtvGdMueZcirAW3yK0FLaSVqil+kM04F9gvwAR0ahGhcRV8ffBKZywReAoxokC03Tkj9IQEhi1C2QyGcrlMo7j0O/3T7RPiXCQcFa0vpjrkvOSiAEJIyblRn+avn6lVFIqNiEucgB2HJN28Q/bPyMhnuw+p3Zfx+5sNKe+bUOqqQa2MqQstpAytADdJ9zs/BAhzVBFCIEOtT0uquugL6Kr9DgNp20ROIqwxvQJIWLRYjkUBdLp9BGKMTYAACAASURBVKlFgYSEhMmQiAEJI87SJnCSvv52uz32wj50/E+YDPeDGHBUib/ruhNz8U/EgPuL3efV7lalYdXSbn8SrcEOoYLXmHYmNqTS/bCuSFG4+Y8I2S/AkIKQJjUC0RkVetqKZLunwRCa7BlbBI5iOKZvWqJA3O5vtm1j2zbpdJpSqYTnefT7/bHnXpz2O2G2UIlnwFgSMSBhxFFiwFF9/WcNwpRSo2Au4fyE7fkwTQ4r8Q9rVOT9IKxMk7gu1k5yXvX7/QP+JLYD221BrWXQ7sOrH/bPXRZ87L5OO9oLK5oMazqNGZ3RXNh+AULo0LYWpqnwfga+Ecl2T0M+raZ6LZiWKBA3MWDIUBRIpVIUi8UjRYGEhITJkERiCSOG5Wk3btxgfX2d9fV1fvInfxLTNEd91sML8yTM/JKAa7LM6vE8rLpkeL4lLv6zSdTn4rByZHcVyVGtI64Htbag1hJst0xqbbEjAEi6g72v5f/7iuKHv8vlkcvTdPuf3nNLSXhl7SFVIChpRtEhEIlfQFgCCzB10eswFAa+iv/9rJAKbxTzJEWBuIoBQxzHwXGckSjg+z69Xm+nOiu++50Qb5JpAuNJxIAZo9vt8uyzz1Kr1Zifn+cDH/gAuVxu7GMHgwG/9mu/xlNPPcV73vOePX/r9Xqsr69z9+7d0Zdt2ywsLLC6usrKygpvetObqNVqU8s2X6RMdsLxhFXiPwlmVVi5H5FS7inxH55XQwFz9zQS34daZxjwS2ptk1pLUGsLWj3BSYvaPV/yyS+kKeUVz3y3w0J5sotTQ+ipBnwytMV0iOaBwgg1SB4ipRGyaWHYfgGhbWoPs+AXMK0WgaMYigJCiD1Gg7Ztn+p5pJQzEVQPRQHLskaiQLPZTKZLJSRMkEQMmDE+85nP8Pjjj3P16lWee+45nnvuOd7xjneMfexf/uVf8thjj+353UsvvcQf//Efk81mWV1dZXV1lde+9rWsrKwwNzdHPp+nVquF8VISMeCCEnWJ/yRIxIB4sj/o311F4rou3W4X23ZpdIZZfUGtLdluGdTaJs2umKibcKsr+YPnMjx0yeeHvsshM6H4JW0CU/QlmHoLwnA7IZkHaojML0CLcEvZjTCrOojOL8BR8V+eFqbcInAUWuuRKJDNZqlUKqcSBeJiIHhSXNel2WxiWdZM7XdCvEimCYwn/lfbhD288MILfOhDHwLg6aef5qMf/ehYMeDWrVu0221e/epXc+vWrdHvH3roIX7+539+bKAz7dGC47aXBFyzzVHB2ayX+Cfn5tk572d7OIb0sCqS/sBmu9Fhq8muLH8Q+Nc7GVTI5cU3Nw3+77/I8p2vdHnTU14QsJ0D7bvTK2bUGnQ4QpxlWnjedEaj7UYb0RnNCWlAiFlKKURoWkBUfgFagz0DfgGFdPT3Na01vV6Pfr9/KlFg1sSAIa7rzuR6IiEhziRiwIzRbrcpl8sAlEol2u32gccopfjEJz7B+973Pr7+9a/v+dtRwf6kRguelKQyYHY4zG19GJzZtj1yW78IJIuNcDhqDKnrumw3XDbqNtW6Ynsny19rCeodgefHr4z4n160+KcXDX7gdR7f8sjZA8RphntCitBGxnvu9IUAAGWkIvML8Nywy5XDe6FDcTdstLB2TBnjiyE1GTM+94nTigJx9wxISJgGiWfAeBIxIIZ87GMfo9VqHfj929/+9j0/CyHGBu9/93d/x7d+67dSqVROtd0kOE+4CCX+kyCpWpk8w4kk+w39thouN9dcqnWbaqNPrSXw1T1Dv2Z31m5Tkk//Q4rPfVXxzPd4rC6cIVicYp+9DPO0VuFcJ6LyCxBChr5ZHaZfQFQjBYn/SMFCKroWgaM4qSiQiAEJCQlDZm2VdV/wwQ9+8NC/FYtFms0m5XKZZrNJoVA48JiXXnqJ69ev8/nPfx7HcfA8j3Q6zTPPPHPkdhMxYPYZBrEnuclf5BL/85KIAWdnKCgZhkG5XMYwTOptWNt22ah5VOsuW02HWoudDP/wOMudr73kM5pKQWFI6PQDs7/wptefnYEr+ZPPprhUUbz9ux2KuZN9jgRqyuaBIQV4QoY3SSCia5SQZmhVFhAIOWFej72ITNocPQNiQAxaBI5ityiQyWSoVCoMBgMGgwEwOwaC+5nFfU6ID4lnwHgSMWDGePLJJ7l27RpXr17l2rVrPPXUUwce8773vW/07y996UvcunXrWCFgN4liPLuMEwPutxL/hPAYnlcIg2bPpN4WbNZ8Nuo+jXaP9ZpHo2Pv6+E/XTDfHQi6g3v9w5mUZr7oYxrQGwi2WyLWpX+bDcn/8z8yPHHF422v9TCPKS22pJquQVxIAXpYYpqSZmSO9wpBqGX74ekrGFLiR+UX4MU7KWHGrEXgKLTW9Pt9BoPBHlFgVj0DEhISJk8iBswYV69e5eMf/zhf/OIXmZ+f5/3vfz8AN2/e5Pnnn+e9733vuZ5/6BuQiAGzx7BtJJfLjUqyhRD3XYn/JEgqA/YipURj0egaNLoG9bZgq6HZbPhsNTTNroceW9o++WM4cARr2/fEgZSpmS8p0qam78BWU8ay3/jrt0y+fsvke550ee3j3qElxoaY3gJdCgEhBQBhvQPKSIW0pYP4IU8wEGEaI0T0EVIyFWtxD6KdInBW9osClmWRTqdHlQKzQrI2TUiYPEIf8claW1sLc18SYsDS0hL1ej20gHF+fp5Go5Eo1KfksBJ/KeWoP/B+LfGfBLlcDoBerxfxnoRL34ZW36LRNWl2A7O+raam2lC0Z+RQmIZmoaTJWBrbha2W3NWKEA8MqfjhN3o8unpQQMnJwdR67aUEwzvdPPIzb0sI8Kd/H3FSRfwoLnNC4upw8ymW8ENriZBCRNJ+YVOg7UYn8JyEB8seGWu2762VSgXbtkeCwKyIAkqpJKExJS5fvhz1Lkyda19vhLKdp584nWdb1CSVAQl7SMYLxothhn8Y/B9X4l8ul7FtG9ed4pDyhJmmb8NWU9DomjtZfkmtDVsNTW9PnDibAp3nCzbq964pUmiWKopcGjwfbA98X+D54Hng+sFkuDCzkb6SfOr5FKWc4pk3uSyUdx3raZoHhhXcaR1aBULYpfojQvYLEOhQg/OofBgcFe+RgqbUMy8EDOn3+3uMBm3bpt/vR71bR5IkOBISJk8iBiTsIarxgn5ERkVxYWi6tjvwP0uJfyKuTIawRbFp4PlQbQqqDYOtlslmQ7JRh1YPLi8KOj1Ns6OJJJAKEwEpC1xfsF4XPLCg2W5LHG/ncyKDMWGmAZYBphH8bBhBj7YUIKVGiB17w90fLx2cK0oHxkS+At/X+Pqg4DCuOqHVk/zBc2muXPL5j9/lkk1PwzxwV3H5FIWGPUgD/OkLklpEZ4KmQ/cLEITl/WgYEt+PyC/Aj/d1t5y9ePfXoSgw9BSYBVEgIeEsJAaC40nEgIQ9hD1R4H4MXqfp4n8/Hs9pMEvHUevAlX+zIdlqGVQbBhsNwXYTDmtpXtvSpEzNlUs+tzbjnYk7K5WCplLQVJuSte1717TbW4JKXpPPaOqd4e93AvdRrDzh914GGcWh2BB86aBsXwLC4H/9g8nlBZ/5QjBj3ffB8zWuF+yXu7N/3o6w4PrgKYHnCTwlcHdEB9cL/jaczJAy4YElQaOjKKRc3vX6Onlruq0CoZkHmvePX4AUOsxChEhQMk3cJ4UslCyKuRy9Xm+mK/DGrS+G7QK7RYHBYBCrbHyc9iUh4aKQiAEJewhbDLjI4wxPW+I/CcKu7LioxFUM6A4Cd/pq02CraYyy/c4ZWigdT3B7y+TBJZ/tpqDvxO/1nhZDai4valxfsFGXNA/xOWh0BZaheWDB5852WGJIEKS7RwgOt7dMJnVbruQVpZxmvS65cTfYXp0Uv/U/l3nzq7u86ZUN5JTCy9DMA4UVUWGLCH2CQZhBkApZ6Bji6nh7BVhSo9we7bYkl8uRm1FR4DiT6N2iwLD1MG6iQELCWZjN5sfpk4gBCXsIuzz6IgSvUspRwH9YiX+/3w+lFeIilLcngOtBtSnZbAi2WibVhmS9LuhMoXLzzrZBLq1ZXVDc3Z7Nc2ehpCjkAqHk9tbJXoPrC25uCh5e9lnbjucEgtOjeWBB4alADGl0xz/qc/+W58vXs7znDU0eqrQnvxsX3i/ACHlVqUMz2RVEl32Nu19AIR28B0opOp0OhmGQzWbJZrP0+/2ZEQVOOjFqvyjgOA79fj9SUSARJBISJk8iBiTsQSk1ymCHwawFr7sD/kmX+E+COBxPreH6hsXX76SpdS1Wyi7f9coe5fzZF7OeD62+QXcQLP7TpiZladImpK2g3HqShFUZoDXU2mKU7a82DTYbgu3WFFrHj6BnC3q2wUPLPmtbInbu++OwDM3qombgCKpNg1rnbM/z8obkUkVhu5LOIP6vexy5tGaxrKi15YkrHWxX8gefn+OhxTzven2dnDmh1gGtQ/Em0ETjdh9sO9xrrCFFaOKDNIxIPHw0Eifm152hGDDE9/2ZFAVOOz56KAqk0+nYiAIJCWch8QwYTyIGJOxBKYVlWaFuzzTjdxpGUeI/CaIqb2/3JS/czHCjmqLVM1A6WMAKIXhxw+D6ZoZcWvHE5T6vfaSPNeYtHziCZl/S6hk0ewbN3vDfkq4t2clZsVJ2ubkRZHaHmHJHHLA0qR2BIGXu+9kaigjs+tvex5g7cdQ0jmOnPyzxl1SbgaHfZiOoAogLt6oG5bzCMhTVRjxFuqWKIpcRrNcEt6qT2cfNhiSb1ixXFBuNeGcnd3OpokiZmrs1yc0zej/c3Erxm3+1zFu+pcN3P9Y8f+uANCAE87ko/QLCrqJPmQbOWXqBzkQ0AZ4vUsTZL8AyAvF5HONEgWFiII5IeTbjTdu2R+MIE1EgIeHiEL8oLCFS7rfRgnEq8Z8EYWa0r29Y/OudDBsNK3BmH25X65EQACClQClN3zH4yksFvvpynseWbSp5l2rTpNkzaPUktneS806w3kwxX/FBeWzUg//jKYFni32j8U6PIYcCAWTSGlPmRgLCqBrBuveY3aLC8DGG1NTaQYl/dWjoVxd0Z2OMM82uRAjNwyuKmxsiFkp62tKszGu6tmCrZUBr8tvo24KBAw9f8rlZlbFtXzJl0NLRHQQVJZPib/+1wLUXs/yfb2xypXzGMgtCNA+U0fkFhC0G+H54QWV0fgHhJSHOQiF1vMC1WxTI5XIIIWIpCgghzpXIiFIUSISHhPMQ5gjhWSIRAxL2ENVowTCIe4n/JJimGLA/+7/noiqCbRsSxJj3U0pYLLpstQOn9G+sZ4AM5ZxHxvI57S53BgYCyWOXHV5aF/hqMq/ZV4GRXt8BunCWS6QUsFiGXBoGtmJ9W2HHu2r0AFoLbm4aLJYVrqdodKKpElieU6RTgrs1wc0JVQEchdaClzYEDy1LtpuKgRufhUM5ryjnNRt1ya3qdKoX+q7B739unoeXirzzdbUztQ6EZh6I5L7xCwhJjD5t+fgkib0YkD75m+77Pu12O7aiwKTe56RSICHhYpCIAQl7uAijBWe1xH8STPJ4DrP//3Ynw/r+7P8+TKmYyytq3cMWdIJmz6CU9Wj17112mj2TJiZCaFbnPLRWbDbNE5m5aQTrzTTL8z6267HdjEdZu9Kw2Rj+JBGm4HJFkbEUtqOpNsS9GfcxZ6slMQ3Nw8uKlzfCOb65tGZpTtPqCTab0ZTs39wInPjni0GVR3RoVucVWgvW64JmN5x9eblq8Zt/tcz3fVuXNzxaR54m+lVh+AVw//gFiPAmF0gp8P3wj6tCnmkiSlikjmgROIq4igKTFn32iwKu69Lr9RJRICF2xKHSMY4kYkDCHmZptOBFK/GfBOet7OgMBC/czHBrO0Wja+Kpvdn/cZSzHgh5hBAQ4PqSlNKkTXWgJUBrQbUd/P9sWjGX9+jZglrn+GCw2TeQQvKK1aBKIG6u8FoLttsGELwWw9JcngvEgYEdiANujI2zPF9ws2pweVHR7LBj4jhZBJqVBY1pCNZqgpub0Qs7rZ7AtDUPLvrc3gpXlMimNEuVoCLjbi06D4PP/kueL30jy3ve0ODBk7QOaA16+iKrNu4fvwApQ9FXIkWJdNS7cCSnqQoYR9xEgfO2CRzGUBRIpVKUSiU8z6Pf709sW4m4kJAwHRIxIGEPYffwn3R7R5X4D1XoWS/xnwT7PR9cDxxPYnsC1xPYXpCVDr4kzs7vXE/Q6BknzsoPWam41Lsmnn+y4K1rG8wXPJyOOLR3y/Yk681gsT9X9MmnfGptQc85PChSWrDRSnN5yaPT8yMraz8Jap84YKY0l4qKtBmIA5uNeLr5361JMinNlUuKWxMK1os5WF4wqDZ81uvxe888X/DyhuChS8H+Taod5TAWS4pMWnN3++yGgJOm70j+6+fmefRSkf/02m2ypnP4g0MyD/SNaPwCgoqEcLcpQnyhfgjv3TicuLcInMAv4CTERRSYdjuI4zg4jkMqlaJYLE5cFEhIOCuJZ8B4EjEgYQ9RG/rtL/E3TROt9SjTPxgM8Dzvwt9UtA7c8m1P4Li7A/i9Qfy433tK0Hfmcb3pZckFmsvzHuuN02foah2T5bLDRvP4/9vuG7T7RpA5nvMQaKpNY2/Fwi7qXRNDGjy64nBjXRBnd+ohSu+Y4u2IA6m0ZqWgSJmK/k7lQFzEgYEjuL1l8NCyYmMb7DO0OwihubygQQReANfvKOL+Pt3clCyWFZ4StHuTFS0MqVld0AzsoC0jrtzYtPi//mqFtz3V4/UP18a2DggRzv5rDKJQA0TofgGEdq8bGr1Gge3FQ/gaRzYlSE14pRy1KCClDOW8mrQocL8nexISpoXQR3y61tbWwtyXhJiwvLxMtVqd6s1id4l/oVAYlfL7vj8K/F3XjW2Jv9KgFCgl8PXwZxH8TgdGdMPfaR1kuw8G72InqJcHfud6h2fOoyZlKOYKiq32+bI5qxWHu2cQEyxDsVDwGDiw1T58lbZY9Gm0fZrdeB7Hk5IyNCvzQdWLbWt8P5ie4LhguztmhxGcK8WsJpdWrNdOFgCW8pr5kmarKafSahAGmZRmoaRZr58/eClmFfNFzUZDMnBm63jkUor//KYmlwvtPb+X0gDviMqBCaCBgVWc6jYO3bZM4YUoBgj0+Uc9nhDDkJFUBihMam4p9O2elNU5k7zRn+o2whYFisUi3W439KRKKpUim82eWRRQSkXut3CRuXz5ctS7MHX+9l+6oWznLd+WD2U7kyKpDEg4wLDUfBI3CiEEpmmOAn/LskbPPQz4lVJsb2+fWvW9tWXS7hv4KsiuBkH4TlCuDwvUxc7jd/199Pjdf78X2I973GkC9ZSpyGc0zf7sf9zKOQ+Q5xYCANYbFktFd+QVcFJc/14bQaXgU8z41LuSTn9vULrVNrAMyaMr7k6VQPwpZBSFrCJlBudy15a0eoJbW8ExWq74rNcV7p6MvCaTGo44BMsEQwZTDRAavXMue37QNmK7goHLuasN2n1Buy95ZEVxa3P8RAcpNQ8saDwtWK8Fj59lBo7gzhY8suJzqyo5vQijWZ0LfD3u1mf3ePQcybOfneOxlSLveO02GbkzdSAM80AZXUl52Ilz0xDh+QVElHT1RHT+DyehkpO45xxZexxhVwpENTVif6WA7/v0er0LX+mZkBB3Zj86SZg4ZzWhO0mJ/zgX/1wud6b9zKc1f/WVHLYb7wW140kMR5FP+3Tt+JZDHsdp/QGOQyOoj5kwcBo6A4POICgZXplTGMJno2mMAl3XF2y2Uzyy4lJtKLqDeJwrpqGp5H0yqSCctF1Bsyfp2sHXYWw0DFYWYLOmsEdj7wQDh1Nnl01Dk7YYiQimEQTvwWdfByKY0nj+UVUIgpc3DeaLCrRie6fMfa6gKRc0m03J7e14HPPJIXhpXbC6oGj1TpbVT1vB+dnoCu5OoKogLlxfN/nwXy7zg6/p850P1pBqulUBACoi88Ao/AJCGyMA+BEFZK6K7zI0bQbXxmmLAUP2iwIAvV5v4hWSUY6QhHuigGVZpxIFkjaBhITpEN+rcEJkHOfwf5SLv+u6oxKwk97Ahj4Fp73Qzxd9nnldm09cK8Wmp/ow+o6kIH2ylk/fna1g4Dz+AMfh+RJP6cBZ/1yijmBrx5TPNDTLFRfbZacXP5hUkE4rFkpuqE71Ak0xF1SGmEaQje8OBO2+YPuIFoejqLYMFudgu6kY2Gc/7z1f4PmnnQ4wvgpBiKASYa7oM3Ald7Ykjd6Zd20muLstKeaCtoHtQ3r9F4qKXAbWa4FoclG5dj3DzdoVrsz3eHiuy3y2j4U7lW0pYYQaJA+Jwi9AhzCZAcLrId+P1mD78f1clLPRBM1DUcA0TfL5PFrriYoCUfpC7cZ1XZrN5qlFgYSEsxLX9tuoScSAhAMMxQDXdalWqwwGA17zmteMLfGfhIv/cHtnuQGszHn8x+9s8//+QzF2I+X20xkYlHM+KVPheLORLR36A0xDCBjSsw0WSwrH0xN5Dz0lRuaEpbxPKePR7AnafQPbS/PoqsP6tqbvTPY9SFvBbPqMpYO+ZifI9gcmiBPdFNttg0pR0JY+3X6Y5/3xVQiWCY+sQHcA1UaIuxYB7Z6gN9BcWfK5tTN+UO4YJDoebDYk2+1jnmSGyWU0K/OCu3WTG5uCG5sFoABAMePx7Vd6vGKhx3xuMDFxIKowwbTSuHaY/co6tEA0quBQSwt1BhPSsChlo81Ge55Hq9WamigQF8aJAuMSSkllQELCdEgMBGeUbrfLs88+S61WY35+ng984ANjy+3r9Tp/9Ed/RL1eRwjBT/3UT7GwsLDnMcOe/bW1NdbW1tja2mJrawvLslhdXeUVr3gFb3jDG6bm4l8qlej3+7ju2ReLX7+T4tNfLRB3V3KA+YJHxzbwVLwFgaE/QFCGP31WKh7rjenpk3N5D8tQVFsSQ0DGdLmzdfr3QAhNOafIZTSGCFoROn1xZHn/tCjlFIOBTyumJolLZUUmBWvb4z0FLgqG1LxiVeFrQbUh6Z2jYmMWsEzNlUuw2TRxT1iVFYgDXV6x2Gc+ezZxQAkD2zxbW9l5UTIVxtTEEYbUoXgwQNDiF0WA6Yg8LScd+nZPQtpUvHLZRAjBYDCIencAME2TXC53blGgUqnQaMRXqbUsi2w2e+B13g+TpKLkfjAQ/Oz/nq4Z6JDvezIbynYmRSIGzCif/OQnyeVyXL16leeee45er8c73vGOA4/7yEc+wg/+4A/yxBNPYNs2QghSqRQ3btzgC1/4AhsbG/i+z8LCAqurq1y+fJlXvvKVLC4u0uuFU+dbLBZxHAfbPl9j3lduZPj8v82Gg+dSyaPWNWNbsrRScal3rENH+E2Ls04YOA2G1CwUXDwfhFbcroJzSHYqm1aUspqUpVEqaPdo9eIV2OYzCuV51NvxFZcyKc1yRdPoQrMb3/08CYWMppRXWGYwNaTTFzS7oLVgqRy0u1xUMUAKzUPL0Owb9M4pfpWzHk892OXRU4gDnpXFjaCgUQMe4XoVWFKjQnMPjIaOLjOI6VjBhbzP6lxqZ4pLSKYBJ+S8okC5XKbZbE5p7ybH/tc5GAyS6oApkogBk2PWxICkTWBGeeGFF/jQhz4EwNNPP81HP/rRA2LA+vo6SimeeOIJANLpewp8qVTizW9+M8vLy6RSexc5+XwewwjvBn2cR8FJec2jA3qO5B+/Gf8PYbVlslwZOunHJ3CYpj/ASbjbsFgquVRb03MM95VgsxW8vmzK57EHPFodn54D+ZRGSHBcQWcQBDyD6XuinYvuQJJNWSyWPbaa8TmXdjNwBC9vBsaEq/MKITRr22dx4w+PwORRk0sH1SADV9DoCDoDcWi1TLUpKWQ1C0XNdozFmbPw4JLG8Q3uNibzupp9k89/o8znv1EGAnHg23eJA+YYcUBLM5I+ASFkBG774WwwUr+A2LbLaQqpwEg5jpno87QPRG0eeBr2v86hL1VCwlmZkVM/dBIxYEZpt9uUy8EiqlQq0W4fbEzd3Nwkm83ye7/3e2xvb/P444/zzDPPIKVkYWHhQLvAkOFowbAYGghOgjc90WPgCL52OzOR55smGw2L1TmXjVY8RiuF4Q9wPIJ616ScdWn2pz9CrO8Y9J0gsDMtjUwpUqZPJqPJZTUDR9LsavrxSgwdoO8I0pbJ8pzHRj2+ATYI7taC/StmNfMlPxZl9cVsYPRomeD7QcDf7MLWIcaAR9HpC2xHc3nBZ207nlnP07A8pzEtSbU13eVCs2/yuW+U+dxQHMjtiAMLvR1xwMPXgaAUOsIIebM6tCA0Ki85JVKxrYzLmBrLiH/gfBZRIO6vaRzD15kIAQkJ0yERA2LMxz72MVqt1oHfv/3tb9/zsxBibDCtlOKb3/wmP/dzP8fc3BzPPvssX/7yl3njG9945HbPOlrwrCilMM3JnYrf92SXviO5sRmPIPso7tYtLs87rDej3dehP8BWO7oZ3kM8X+AqGfrkBc8XNHvBRILdWGkoFjSFLBjCQyuF42q6A2h2CL2V4jBsV6C0yYNLitvV+C/22v3A1FFKzYOLamS4N01MQzNX0GTTABp7J9s/3JdJ4fqCW5vwyIrPrepsCgKVgqJclKzXLQinsnIPnpL8+0aBl2oFhBAYwudtT7VIm+EHBCrkoNUQIjTxIaq4MOy2i9NQSAcHZVYC59OIAlFVgiQkxIGwr+WzQiIGxJgPfvCDh/6tWCzSbDZHvV+FQuHAYyqVCg888ACLi4sAPPXUU7z88svHbndSZfsnZZKVARCMOPsPr2nzyWsl1urRB7fHsVaLVhB4YEGx3Tq5EVgY9GyDubyHPaEJA+dl4AoGLsDe8ylX0OTSiqylMKRGKY3jalo9aHfDH2PjeoJGX/LQss/NjVA3fWaUEtzeCo7TfFFRyMLdmsA9p8t4OQ+FrMI0dDDSsS9o9oJS92rsUQAAIABJREFU/nAQvLQueHDJZ7MhY+UzcRT3JgRYrE+5ysSUUClCxlRIqVFKYLuCdl8ycMx9LTomf/C3i/yX79/CFOEJAhpCNQ6EoC0lrBg0qsDQUXFdfgYtAjA7YsCQk4gCs/aaEhISpk9cr8YJx/Dkk09y7do1rl69yrVr13jqqacOPOahhx6i3+/T6XQoFAp84xvf4MqVK8c+d9hiwDS2Zxrw9te1+W9fKp15nnuYRCEICDRXljR3YlrKXO+aLJddNppxFnQEPdugZ987hoZQVIqKlQUfpUCg6A809Y6gO5j+58rzBVttg4dXPF5en40AdEitLam1IWVqHrrk0+kLasf03luGprIr2z9wBM3u8Cv6nuTbVclSWWG7km6MjQV3Twi4U5vsfubTikJWkzKDYMT1oGdLOgNBvS2Ak71Pji/4g8/N8xPfW8WQYZXRh+8XINChbDKqLLHSYMdIfN5NxtSYO5fzWQ2c94sCSqnRqL5ZfU0JCZNAxyC5FEeSaQIzSrfb5eMf/zj1ep35+Xne//73k8/nuXnzJs8//zzvfe97Afj617/OJz7xCQAefPBBfuRHfuTYknzDMFhcXGRjI5zUomEYFIvFqYy66Q4Ef/bFMq0JlgBPC4FmZc5nY4rmeUOG/gBxaAs4jjAmDJwVuTNmMG0GgX/PEbR68kA1QzHrYwmf7iDIVvsKtpry0CkGk0CgWal43Lg72ze/5UrQy39nS1DIQSmrMM1A9Bg6+cfZiHBIIaPJZYidsaAQmocnMCHAkJpSVpFLg2GA0gLbEbQH8txVHvspZT3e+z1bSBFCICst3JCrOkzhhxKwRTVS0BNpGk48J/8sl6CYCipPhn5Msx48D0f1KaXwPA8gNuMST4rWOvEMmDL3wzSB574ajgHU1W+P58jUw0jEgIQDCCFYXl5mfX09lO1JKalUKtRqtak8f6Mr+bMvluk78VqEj0MKzWLJZ6szvSB96A9wmCN6/NBcKntsRlwhIFCUcoqMqdBAzx4f+B/Fctllq6npDiRCaBZLkM8IbAfW63oK5ciay3Me31yLf7C8n5SpWSxp0qlg9GOnL4LssqVxHKi1BX1ntl6XaWhW5zVrtXh89oYTApq9k18bcztZ/vROlt/zg4kW3YEItS1mqeTy7jdsIaacQ1cyFWqbgEAjCSdAl1KgVPiB7oAiHTeOQrTm266kSVsGvV6PfD4/EyP4ToplWaP2gXa7PVPeAYkYMH3uBzHg0/8cjhjwA98xW2JA/OunE0Jn0j38xzHttoRKXvHM61v89y+VcP14CwJKC2ptg/mCS607+cXSSsWl3rFiY3p3MgS1tkkl79HohnPJEihKWUXGCgL/vhOUnG+3JCctaR7HRtMiZcJjD/jcWNNUm4LqzlrTNGCpokgZmq4NtZacQHAlWKtbPPaAy/U78X7Py3lFOQ9SBo78ja5gY19/f2ew9zXMFRWlnEYI6A6g1hKx7s33fMGtKjyy7HOzKkO9zu7m0pzGOmJCwDDLn02DtZPlH7iCTl9iuyZ2DNbk1ZbFp/5hgWdetz1VQSDseMmQoEPaZhRCAIDtx0MM20/W0tj9Lp5jkMvlMAwD0zRH2fRZx3VdHMdBKUWxWMT3fXq93kyIArNenZGQcFI6nQ4f/vCHqVarLC0t8bM/+7MHfOFeeuklfvd3f5d+v4+Ukne/+9286U1vAuC3f/u3+drXvkYulwPgZ37mZ3jkkUeO3GZSGZAwluXlZarVamg3icXFRba2tqa6jdvbJp/6+1Ksg4UhaQuKOah1JrOvAs3leS/isYHnI5caBuaTFXQEimJWkU0p0DuBf2/6hm+VnI9S/qEO+hlLM1dQSKFp9oIqhPPwwILH9dvneoqJYRiapbImmwoC5HpnMll+Q2rmi5pMSqMUI++AOPLgkgrdWLBSUFSKkrv1eyKAEJBNa5bLPrYrg17+frhZ/vPw6CWb//Ad21N6doFLuBlsS6pQ7rtRVQVoJNtuJfTtnoSlvE85e+/YVyqVUZ99r9e7EKJAPp/Htm08z8OyLHK53EyIArtbHBKmw/1QGfC//tk5/kET4Ae/4+xr7d///d+nUCjwzne+k0984hN0Oh1+4id+Ys9j1tbWEEKwurpKrVbjF3/xF/nwhz9MPp/nt3/7t3nd61537OS43cQ7TZoQGWFXB4TBgwseP/AdnamXlU4C24VuX5FPn79cNGUoLpX9mRYCAHqOJGMpDHGe909RynpcKjkslxzKWRetNLW25M62yZ2aSa1jhBKgNXoGrYHFIytB8LqfgSu4Wze4UzPpDAxKOc2VJZ8HF3yyYx5/HHe2TR57MOgRD5tCVnPlkuKRFcXynEZKQbVpcLNqsFaTEyv395Wg2pTcqhrc2TboDCSFbFAO/+iK4vK8Im3F4/N/uyop5xT59HT3RxqCbFZSKRvYKs1G08IwBIYhME2JYUgcz+DWdgrLZKaEAIAbm2k++6/z03lyGX4GO7wMaDTvsS/ieh/SFNIHg+F2u0232yWXy1EsFjGMeFY1nJTdBoKu69JsNrFtm2KxSKFQCNU8+jQklQEJ9wvXrl3jrW99KwBvfetbuXbt2oHHXL58mdXVVQDm5+cpl8tjR9GflKRNIGEsw9L9KMyFpskrVxwG39bls/9ycBRj3Og7koL0yVo+ffdsC5ByzkNrORNGgSfh3oQBk2MXs1pRzGqyKR8hCFzme3LHnT4uCx7BesMinVZcqnjc3BQc9ro6A0lnNI1As1DS5NMK14OtljzRaMg72yaPXvZ4aW16Ixul3Nm3TFBi3exJOn1Jf1rJ22PoO4L+Hnf8YP8K2WBxGbQXSKKomK42JYWMZqGoz2wsKCQYUiIlCCkRIljwD78Pcf2gBeMo7tRMHrwEd7fAi2+S8AD/djtD1qrwhldO1oRWh36d0KEFPVEFV66O570oa2mMQ95u3/ePHdk3K4ybJjAUBSzLmrn2gYSE0xDmff4Xf/EXR/++evUqV69ePdH/azabzM3NAUF10nG+JS+++CKe57G8vDz63R/+4R/yp3/6pzz55JP8+I//OJZ19HU3EQMSxhL2eMEwefIhm54t+fKLuah35Vg6A4NyzidlKhzvdO/HStml3p01f4Dj2WhaXJ5zWavfu7hprShmNLl0EPjbO4F/vSOoz8BlznYlm26Ky4setq1OEBgGpfX1TvA4KTTLFUU6penbsN063NhwrWby0KrPrXU1kQqIXFozV9RYJtiuoNYWoxGB8STwI+g7muV5weKcJJMLjuOoP95WdHuKgQO+UlPt4e4MBANXc3nBZ+2QMZ9SBkarUgqEFMH3nbdu0hVct7dgoejT6QkG7uzcA/7pRo60pXjNw2fPjuzHDzleNiQQUvwVlRhg+/G8HhfHVAXsP0bjRvbNWtB81GjBOIsCSWVAwqzx67/+64f+7Vd/9VfHTlAbToIbEgj7h9/j6/U6H/nIR/iZn/mZUcz2Yz/2Y1QqFTzP43d+53f48z//c97znvccua/xvConRI7WOlQxYNiWENYF/7te1afvSF64mQlle+eh2TOYL3j46mTmaALNQ0twezuu5ZinwzA0ltRYpsaQQfbGU4IrizaOI3C84Bg1uiI0g8FpUeuYCKF5dMXjzhYnHj2otKDauhdIpizNfEFhGpp2T1Dv7v0sr9cNHrgEd7fUqca+CRH05Beywc+tHS+D9fqJnyJCNEtzUM5LXCWpdwxqPQG9cY+VGCnI73yEBBohAh8C39f4auffnpqIWOArwd2awVwJuvZO0C+mF/Afx3bboJhVpCyfVm92yqK/+O8FMpbi1Zc7E3g2QdjxR1haQFR+AUgTz42jOK3J72u9Omo9MhQF4hg0H8dJ1llxFgUSEi4Cv/RLv3To38rlMvV6nbm5Oer1OqVSaezjer0ev/7rv86P/uiP8vjjj49+P6wqsCyL7//+7+dTn/rUsfsz2yvnhKmhlIpkokCYZXdv+dYuA1fwjbvxHwFS65gslTxqXfPIft6UoZgvaG5vR/XR1pgGWDsBvGEEwbuUYAiNkDtF8ALYyVxrHZRuKS3wVRAYeSoYWeb5waAtV4G7z/dFYHKp5FKNyZi2SaG14G7DopBT5NIet6unF+UcT7DeuHdcCllFJR8s5BodQWcg2WwarCzAZk1hH7JAT5mahbImbQXPWW8LGl1Jo3u21xY2+Yzm0pzAMCXNnkHfkfTPMClMI9BagADDhP1n3HBxrVRQ5q3GiAVSgmEGgf4oyy/YU87vKDimmi802n1J2lIsljy2Dpk6EEc++y8l0pbm0aVznqTSCC1Lf48w/QLCFwM8HU+BOjemReCiBs2nWdftf32e59Hv9yN5fUllQMIk0FNqj5wkr3/96/mbv/kb3vnOd/I3f/M3PP300wce43kev/Ebv8Fb3vKWA0aBQyFBa821a9e4cuXKsducnTt8QqiE3SYQhRggBFz99g4DV3JrKyYr8COotkyWKy7VtsW4vvJKzkNpSbV9/Md6eGO9l3kEueMqnktpTFMjRdD/LYMYKPgu7v2n3ctJDaDHWTMK5E4231eCrYakPZhM8K4RbLRSPHTJ4dbmJMbwxYueI+k5Ka5c8mh1Fc3u2T+PPTtwiR9SKQSjEz0fVhYlmzVF3xbB73PBe90ZBK0Ih007iCNSBKX/hZxg4BrUu5LqhCZyHIVpaLKpQAjwvEA48RSYpsHwNitEkJGdJWxX4vmCy/Mea7XZWS78z6+U+U9PK1Yr/TM/RxR+AWEFWTqs2YX7cFQ8z6FxxoGnqVQcBs2pVCryoHkaxEkUSEi46Lzzne/kwx/+MH/91389Gi0IcP36dT796U/z0z/90zz//PP867/+K+12m89+9rPAvRGCv/VbvzUyE3z44Yf5qZ/6qWO3mYwWTBjL0FX2PO6Up6FUKjEYDHCc6Y39EEJgmiaWZY2+SynpD3w+/mnNej3aoGd3YD5U74MAYvj74He5tGLgGeyKy7FMja/kkc+z9/t0g5JSxiWX1tiepD24twC0DEUl69DssDPjfDL7sTKnuLOpLpw/whBDai6VXG5tiom/RoFmvqjIpRS1FtTas3UMy3nNQlkgpKTeNU/cWnEa0pYil4ZsWiBR+L6PpwS2C31bnGjcZcZSuGpWq1g0D8z73N6KZzB3GD/yPXXmcmcTBHyRCtVsyhAa9PTF8GhqAoIKsLo/NzXj0rOjeXTeO1AZYJom6XSabvf0FSapVIpsNovnefR6vVhltSuVythe5dOw+/WFJQq4rhur43gRuR9GC/7lP7qhbOeHXxv/BONuEjEgYSy5XA7Lso51sZwUhUIBz/MYDAYTeT7DMPYE/aZporXGdV08z8N13T03l74j+LMvlml0J7dY3x+AZ7MGlhW4xYcdnE8bKTRzOQ/L1HRt49jpBxnLp5By6Q2g2jLw/PMLMXN5j3pHY58gMJtVihkfU/rcrU3vNZZyimLGp9OHzTpENYLsMExDs7oAmbSkaxu0+uf7zAoUuUwQrFtG4A2gNbieYOAKugOBd4JJDSfhyqK3x/hy1rg877G2bcxEqeWQ939/g6w51hjiCAQu4b5PltQoNX0xQEoZSUZXYVJzx/e+RknOUlwuHzzulmVhWRa93mnPnXukUilyuRyO49Dv92MRzJbL5Ymt68IUBaaZKEoISMSAyZGIAQkXgkwmQzabpV4Pxxls6Mzb758uiyOE2BP0W5aFEALP8/YE/SdpP2j1JX/2hTJd+2SB1sGA/t4+HYZhCNJpiWXNfsBqGYq5nAcCWn0TT53+NeXTHpbw8ZWg3RU0++c7LoWMj+P4tM8ZIMad5bLLdlPvGjU4HfLpwGtgYCvW6wIVUeXFfEkzXxT4GNQ6xqmmIFiGIpfWpE0VZP8EKB8cD3qOoGeL0IJbITQPLgrWarMTTO/nUtmj1jJONMoyDggUH3hbg7Q8hdAsjdCrOCypQgnSozIPdEWOphM/w97lgkcxc/B4pFIpDMM49ZpkHOl0mmw2G7koIKWkUChMvOIzDFEgEQOmz/0gBvzFP3qhbOf/eO1sVdHN1t4mhEZUngFHYZrmnqDfMAyUUqNsf6/Xw/O8M99oS1nFO55u8WdfLOF4EiGCXveRydfO4zQCKfTo91Ls9Nfv6rEf9skbInDANw1GTvim1Pha0nLS9L3ZUg9zKZ9SxsfTgmbfpNY7nyFU1zYBk7mcTy6nyGZ8lNJsNg3OkpHuDAzSltgxPbu4goDjCVYWglnwQXmxxlPguJrBToB7mCngaejaciSOFfKahaKP52nWt5lqMJhJBb3/liVp9w26tmR9zPpVa0U2Bdm0IrVjVqk0+D4M3MAroW8L+rbgoO1f+GgtWK9p5vKK+gSrkMJks2kyl/d3zrP4i5oaye9/tsL73rpNyjhZVkhHcK7okLL1kUwRABwVv3udGDNFYPS3CU43sm0b27ZJp9OUy2Vs22YwGIQuCgghphaoO45zYT0TEhIuOkllQMJYLMuiUqlQrVZD2V46ncayLDqdDlLKAyX+wIFs/7RuNK4XBPnmhNeD9/r3780NrbZNvnqrwN1mPF2WQVPO+mRTioEr6djT1Q/ncg7tnsD3IZ/22WwZuN7pAw5DaioZh7X6xdE7i1mfUi6oBjiqNN6QmnxakU1pLEMFnhNaozR4HvgKHFcwcKA7OFtQbxqaxaIPWrNeB9s5uzAgdqZNlHKCVCowrBu4B8e6DUW3Ycezr8DzYXVOsd6Yrfc5n1YIeTKvgbiSTwdtFfXObIgaaUvxvrdUMeXxVWJh+wUE9qch+AUIQh+XCME2a/5c7NpL8inFamn8cc9kMmitsW174tvNZDJkMhls255I5cFJOY8PwmmYtGfCsMUzYbrcD5UBn/qHcCoDnnndbK1JEjEgYSyGYbCwsMDm5uZUtzMM9jOZDJZlobUOzLl2Bf2eF86Hd5LsDvhP4gcQJ1HAEJpK3sMyNO2Bge2Fu9gXaOZyLrW2wPYEC3mPdl/Q6p/u4irQLJVcblVnI1gZRy6tWChB3zXYnkBlpxCafFqTTQ3744OF+vBL7ATbWmk8n8Agz4HeQBxami+FppgLnmDUX79r4sS4Ao9JBiSFrGLgyFO1DsSBhaJPe3C6loe4YZlBlcNGfTY+Y4WMz49+bxVDHC4ka8Aj3OuwKTX6AvsF+MKi7hRD3+5xLBc9iunxF6NsNovv+1MtTw9bFJiED8JpmJQokIgB4ZCIAZMjEQMSLgRCCJaXl1lfX5/I8xmGcaDEHxgF/Uop0un0uV1uw2Zctv88RCUKpAxFJR9cJJt9czSZIEoCU0KHzYbBwJXMF1yEhs2mcaoxgsslh1vV2Rk9mLEUC0WF7Qm2O2drlzgr2ZQin1bkUj6er3BcgVJBO4Lng+sGWXvXj9e83iuLPre3Z+vmC3B53me9Ycy0gagUmpU5nzszMmlgvuDynjduIw8TBC60X0A0YoBNnrabDn27RyHQPLrgcdi0z1wuN0pITJtsNks6nWYwGEzMRHkck/RBOO12zyMKKKVmMik0a9wPYsAn/z6c8eXveP1sCORDZuPunRA6WuszLVB3j+8bZv2llPi+P7qxDgaDAxd2wzDIZOJnLrSb02b7z8JS0eNt39oIRRTIpz2KaYWnJc2eQa0bfVXCbpQWbHfTpNOKpbLL3ZqJpwSlvE8h7VFtGTgnaCHYaKV4YMnl7jaxzcJahmaxHBgpbrUN1hrR3Eik0Ait+OZdg0sVuLMVvSh0EtZqklJO0erNxv4OWasZMz9hQGnBWs3kwUWP21vhildnodax+PO/X+CdT28hxgzZE4YFIQfMYfWOR2Vc56j4LTVzKX2oEACT9Qw4jn6/z2AwIJPJUKlUpiYKSCkjOQd2ewqUSqVYjlxMSLifid8VOiE2DAWBwy7Yw/F9w6DfNM2Rguu6Lv1+/8SzYcM2LDyKSWf7z8I0RAGBppLzSFuavmvQtU3sGRDbPSWp9dKUCoqc5bJWM+naBobUXJ536Q4Ezd7Rl7Jqy2Kp4lHvqNiMHjSkZqnsA4EAsN6ILiDMmD7lnM/atqShAyFio2GyUPLYbsXjeB2FrwQZy6dF/Pd1P7e2TB5YcCN9/yfBnZrJ5QWP9boR2dSJk7LRsPgf/zTPD39nDfYJAmEnzgU6lKDIMCS+H35VgNZgT2B07KQppo8+FmGKARCst/aLAv1+f6KeBUKIE01Wmha7RYFyuRz5dIWE+4+I/FNjTyIGJBzKMEDvdDqsr6+Tz+d51atehWUFi9Zhtt9xHHq93rluMmetRDgvYWT7z8N5RQFTKuZyPoahaQ9M2rZFe/J+SKFgexLbS7NQ9rGEx1rdYLMVHI+lsocUis2meWj5er1rUsj6pIzoRg8KEQgAhoTttslGM9oA0DIUC3mP9bqk3Tt4TDIzFJ9uNAwuz3vcnUHTyPW6EQgv7dnb993crZsslnxaHYF9BuPPMLm5leYz/3uOtz1ZG/1OA17IAbOUQBibjGgR7IsUcasWEWhyh0wRGD0mZDFgyG5RIJvNTlQUiOo17WcoCgynKxwnCsRhnxMSLjKzvfJIoNvt8uyzz1Kr1Zifn+cDH/gAuVzuwOM++clP8rWvfQ2lFE888QTvfve7DwS/nuexubnJ2toaa2trbG1t0Ww2yefzPPDAAzz11FP0er2ZNHKJe9B/HKcRBTKmYq6g0AjqXUm9P0MR3QnoOQZgsDLvoXyfzaZJvRtcyopZn2ImGCs4LhiJYvSgQLNY8rFMqHUMqq3o3w8pFJeKHtWm4NbW4cdho2myVPKozkB1AEB7YGAaOjAxnCF8JWj3BIWMojOYjWN9GFstg1JOkfIV7X68X8s37mbIWBW+54nAq0ZII5zAfBfhaQHRBFQe0V/v9pM/pkUAog+ctdb0ej36/T7ZbJZyuUy/3z+XoWHUr2k/+0cuJpUCCdMmObXGk4gBM85nPvMZHn/8ca5evcpzzz3Hc889xzve8Y49j7lx4wY3btzgF37hFwD4zd/8TV588UVe9apX8dWvfpV//ud/Hk0NWF5e5vLlyzz++OO8613vwjCMPTefuAsBcSjxnyaHiQLlnKKYBdsV1LuC6oxnGE9CexC8xiuLNp2ept5L0XMMes6whcCjZ0Oju/dY2K7Ekxarc85Us8jzBZ9sWlPvGmx14rIgViyXPOqdo0WA3ZjW7HyO2r3ZNRPsO5K0FUx5OMu4xzjR6kkyKcVCMf7VDi/czJFJKV73aAsdSZtJOOqDiqg+1vHj9/4XjmkRgPgEzkNRQAhBLpcjm82eWRSIy2vaz3GiQBz3OSHhIhG/q3TCqXjhhRf40Ic+BMDTTz/NRz/60QNiALBnRJ9SimIxGPOzuLjI1atXuXTp0sjhf0ipVArddfY0zHq2/zQMpzEMzRnn5yWPP6S5VR3w99dN1psm3Rkt/z8LEkUh7TJw4KVNg7m8T9b0KGYVzb6J7Uk2dzLwS2UPY6eFQO20EPhKUO+luLI02dGD5bxPIaNp9Q3qPZN6OBOcTsRS0aHbFzsmbyen2jS4VPHYbMQ7yztkrSYp53yaY9oe4k6jK1mu+Gy142/EdxwDR+J5gtV5j7u1eC81rr1YIG1pvvWhsC+iOpQgXUoRiRigtMCJwWSa3QhxfItA8Lh4ff601nS7XaSUZLPZM4kCURkInpTDRIGEhEkxK1Olwibed+iEY2m325TLZSAI3tvt9oHHPProo7zqVa/il3/5lwF485vfzMrKCnD0KJGwTf0OMyy86Nn+3QynMQyDftMMPqK7pzH0+/3ReKiCCW9+FfzzrQL/vpFl1gOI48hbLlL4VFsGjc69y1e9a7Jadlirp5BCs1Ry0Ai2O/daCPIZRSnrst0ORhVqBJutFA9dcri5KTnrsStmfEp5TdeWNHsmrZitXRaLPo7js7Z99uBYHldTGyN8JUhb4RulTYqNhsGDix53Z3jCwBBPidHruX3K0YNaK0wDDKGRcvg9KO8WYuf7Tum7EHr4n3a+abQOflTD7wp8pXe+g+8H4zL9nbGZf/kFSbVu8b1PhVf9ZhoSHYqhmyAK0wAVQ7+Ak7QIxBml1EgUGFYKnLR9UwgRyWjJ07JfFGg0Gudqj0hISDiaRAyYAT72sY/RarUO/P7tb3/7np8PC5ar1SobGxv8yq/8yuj5Xv3qV/PYY48dud0oxADDMEY3q4se+A+nMQyD/6FqP6zi6PV6J5qta0h47cMdHpiz+dI3Szs99RcHQ/oULJd2X3K3bsAhpbzrLYu5vEe9e8+Yr5DxKWUVzYFJ35X03UAsuDznMnAEta7JRjPFg6ccPZhNK+YLioEjqXVNOjFcp1RyHhLF3e3AY+E8bLUMludcNuqzcW7NspkgwO0tkytLHmsxz6ifDE3f0VyZ79PuatROYK70TmC+KyAffg++pnH9P/o5v/g1i2/cNvixtzmkU9MPmoRW4YToEWWDXR0/QetSJY2BHamr/iRQStHpdEaiQC6XO1YUmLU11VAUiHt7akLCrHMRVhoXng9+8IOH/q1YLNJsNimXyzSbTQqFwoHHvPDCCzz88MOk02kAvuVbvoWXXnrpWDFgmg7/47L9vV6Pubk5+v3+hSoNE0LsCfqH2X7P8/A8bzSN4byK/XLJ5YeerPGPLxd4aTs7iV2PDK0VxYyH8hXVlkldHb+o1FrgaYEpNd5OUN8ZGHQGRuDiX3RACGodk8124LWwWPKwpAqM8io+9bbCdseLDWlTsVBSuL5gu22wFtPAuJD2yVoea7XziwB7iVe573E0e3vPhVnjzpbB6oJmvT57+29IxVzeQ/uKjbrgVkcghKSU8dmsDx8Vz9e13ZJ85L9nePebHV5xedqzV8MJ0lVEYoCt4rXElEJj4VAoFPB9fyL33agZigKGYYzaB06aSJgV4tzakDBbJKMFxzNbq7uEAzz55JNcu3YNgGvXrvHUU08deEylUuH69ev4vo/v+1y/fp3l5eVjn3tSlQFCCKSUSCkxDAMy69MeAAAgAElEQVTDMEY/7xYbXNelXq9jGAZzc3OjoHmWME2TTCZDoVCgUqkwPz9PuVwmlUqhlKLX61Gr1ajVarRaLXq9Ho7jTGxBkjI1b3yszfe8sknKnL1FTsr0KaUHaM9jbdtgvWGdOFsPQfC/VD64CNJasNmy2GyapEyfS0WHrOXT6JlUOylyGcilNYulYCLBENPQrM55LFd8PC2527DYapux7DvLWj6XijbNjt7JKE92H7fbBqvzs5NN6w4kK3Ozs7/7URq2mpq5wmysXlJG8LmqZAb0ui4v34WbmxLbDc5DrQWGKTHkbLye//a5FH/xhfSho0rPjw4lEI2qxUch8WLmF5BPaXzfo9lsYts2xWKRfD4/dp0zawGo7/t0Oh263S7ZbJZSqTSTa6iEhITwEfqIK97a2lqY+5JwBrrdLh//+Mep1+vMz8/z/ve/n3w+z82bN3n++ed573vfi1KKP/mTP+H69esIIXj1q1/Nu971rmOfO5PJkM1mqdfrxz4WJtvbb5omxWIR13XpdruxuzEfl+0ffkWZdeg7ki/fKHK3mY5sH06CQFFMu9huUI4+iUB7qeCODAQP3a7QLBY9pIDtjgVCIIVmsejiewrHCyoA4p5ZThk+83mfu3U59ZF6iyVYr82OyCSFppTTM2kmOKSYVSgkAyd+52HW8illfHq2YrMuRgadR3Fl0ePF2yHs3ITIpTX/5Yc8CpnJlioHriXTF6sMKfEjuA+5ZGi6B8ccR8lqySO/zzwwlUqRzWZHrXnDishSqUSz2YxoT8+PYRijMdO9Xg/f90cVpLNG4hcQDkd5iF0U/uSL4VwL//Mb4yWEHkciBiQcSjqdplAosL29feBvYTn5ZzIZcrkc3W4X247GLn93wD/s7VdKHQj848qLmxm+crMQuyxN1vSwpMfWjqHfJEmbCkEgiJyEXEpRyft0BgY9Nwgc5/IunqfZaMQzkDSEYqnosdm8l30Ng0sld6cFYTa4VPaptmY7Q7ZU8mn0jBMF29OmmPHIWT7tnqbaFJy2AsWQmozpUWtF/1pOw9te6/Kdr5qcIGBKjVbTFwOiGifX00V6Xnw8A6TQPDrvcdhyJZ1Ok81mcRyH/5+9Nw2WZD3r/H7vm0tlZmXtZ+k+vdx7tUujDYN0QQht3GGQAYnBBAiBRnzwBxwOhQ3hMAo7cBAQdowdDpAhhpkgJgwYEMxowAzLaGR2hkXo2gghpBktfW8vp89+asvaM/N9/aG66p7T3WevJet0/iLqdt/TdSrfysrKzOf/PM//6ff7ZLPZx3o1LRqmaeJ5HlprpJSpGJByJKkYMDkWTQxY7DuklKmitcY0TQzDmKp/wHH0er1xOZ/rugRBMDXjHynlI4E/TL63f9a8YqXHaj7k0y/khxnwOWKIGD8T0e7Cdt0EprOefiSp+BHdwemClc5A0hlIBMPKAMPQ7LUsQLBWidA6ZrOajHFvAsVKIaLWFNw745jASTCIJcNe5/nvi9Ow0zBYqyR/vN1x7DYNrlVituqzfw9aK0pZhS1jai3Y2ht9p873+cdK4LkGtSCeYgn+5PnDv7H4j3ck3/PuAaZx8eBaoGfiGDCvqrp+nCzB0Lf1kUIAHHawz+VyiatGPC9RFNFsNrFtG9/3yeVy40qBReCyfA4pySA9nB5PWhmQciRSSorFIpZlEQTB3DLzIyzLIpfL0e/3abfbF3qtRc/2nwel4T9uenzhfnbmGUbfHoBW7DTNqZeyH+RKYcBmzT7X77qWouTHtPoGnYFB3o0wheJ+Vc4liNFasVqIaHUEjc58VefVQsj9C4wqnDXZjGIQT7+NYtrcWIrYmMHIQYGinI2RxOw1Ba3u5Pfb9UrErfsTf9mpY0jFB94TcrVysWDKFPHUAx0pBWoOjlkxBrWwMPPtHsdaPsKzT7cvTNMkm80ihKDX69Hr9aa8uukzMhjs9Xp4njf2MEp6cmM0YSll+jwJlQH/+q9mc7x/zzcsVmVAKgaknIht2xQKBZRSNJvNuV88PM/DcRyCIDjxInFStj+KIsIwfKLU52rb5NMv5Gl2p5tltGSMZ4U0u8bcgldDaLxMTLNzkfeqWcrFmAbst0y8jMIxI+7vz65su+KHDEJNNUhGAF7wYqpNEmmkeBTXlyLu7yenbPl8aNbKw+kXk8aQipIXoZVipy6m7lFgmRqpI5rtxTmGDvK1r4p499ecr3zZEAL09AOckcg9awa4NMPkTLQ5qUXgYSzLwrbtsRlfJpOh2+3OPSFyEUzTJJPJjBMplmXheV7ipyqMkjQp0+dJEAN+/S9nc6//gbct1nUtFQNSTo3v+/i+T7vdptPpzHUtUspxKV+r1UIpdWK2PwzDhSmNmzaxgr+75/OlbZeJlns/GAkYRZrdZjJ6nPNuTNCVqAkYAWYsRcWP6QwkSguy9lAUmJbJYNGLEFqx00iGCHCQ1WLI/Tm0KZwXKTSFrKbeXpw1Pw7T0BR9Ta118fdhGUMBIAyHIwDDGVdOXCkp7mwmMwg5DcWs4vv/4QA3c7b3cNn9Ato6TzdKTltO3olZ8U//Gdm2jWma4/scIQSu62Lb9sKKAg+/pxEjUSCKIrrdbuJEgVQMmB2pGDA5UjEg5VJjGAaFQgHDME6VmZ8GB7P9mUwGy7KI45gwDAnDcBz8P0nZ/vOy3bT46xfydAYXCywyZkzGCKkGBp1TmvbNkiuFkM0Jl1dX/AjL1LT7Br4TsVk1GESTuQD4ToxjxGzWkhu45j1FLdAL1fd9GcwEAbyMwpDiXN8114rJOTG9/lAAmLdgt1aOeHHBbzW+420DXn3j9AGLJTVqBmLAPNAaanFp7sfVQa74Azxbn3pUciaTQUpJt9s99PORKGBZFt1ud6GM7TKZzLjt4XE8bqpCEhiNxE6ZPk+CGPBrfzGb4/r7vjE557/TkIoBKediNMe23+/TarWmduEYBf2jMX5CCJRSh4L+OI7xfX/sbZCqyGdjEAn+5o7P7f2zlXVKFH4mpDeAvSAZ5npHo6lkI/aCyZeJ26aikosJY4FlaLZr4tzTETw7puBp7u2KhTC6uVIMWV+g6gCAa+WYjdriCwJlP6bdP11Viv9gAkDrnBMApombgWgQ0+ouwAF/DK+8FvMdbxsg5cnv43L7BZjUwvzMt3sUhtDcKPTHLQJSyhPNkB3HATgycJZS4rruONO+CD3tjuOgtT6xqiFpokAqBsyOVAyYHKkYkPLEMJrF6zgOrVbrQiY7o2z/KOgfTTAYZfxPk+03DIN8Pk8URVMVKC4r96oZnr+dYxAdH8h6VohBzG5gnPjcJOFaijgeThqYFuVshGNrEJqduqTTP922HEtTySnWd/VCmdz5rqLZ0onKAp6El1FEsZx5Sfw0uFqK2W4Yjw1uil6EYyrqbcF+I9nnwrVKzIv3k73G05CxFN//3IBy/rhSa43B9IObefkF9PEIQmfm2z2KXCZiyXs0QSCEOLJSwHVdlFInBs5SSjzPwzCMxIsCrusSx/GpqxkOjlrsdrtzu5+KoihxrQuXlSdBDPj4n8/mOP7g2xfr/iIVA1IujGVZFItFlFKnGv13MOg/Ltt/XhzHwfM82u32Qvb2zZPuQPKZF3NsNjKHfm7KmKwVEnQl9c5iZYIPspwL2WlM30TONhRLuRjD0Ow2JM3u4286DalYzkVs1+TEWgxmzdVSyL3dxTomLoeZ4JCXJgwMJwAYIma/IQimMAFgmqwWQu5uL9aaj+Idbwp562seHxgaUsNM/ALmM0arpfL04uRU3lzx+7jW0TvicaLAqIf+tIGzYRh4nocQgk6nk8jqRM/zxq2UZ2HeokAqBsyOVAyYHKkYkPLEks1mxzNsW60W9Xqdra0tNjc3ef/7349lWWitHxnfN42LixAC3/fH3gZpmdnZ+OqOw2fvZHHtGBUrdpsm8ZRM8mbNaj5kqz67QLCcU+QcxW5dj4UUgWIlH1ENxKmrB5JKzoVmO16o4+OymAnCcNKEY8bECqIY4hgGsaA/EHT6LEzVRtbRtDsR/SlPMZgVqyXFB97TxzIPX98uu19ANSolZsrIwy0Cx3GwfeC8gfNIFADodDqJuu/wfZ9er3duoWIkCvT7fXq93sxEgSdt2tM8eRLEgF/5D7M5ln7gm5JxDjwtyZFvUxaWfr/P5uYm9+/fZ2tri52dHfr9PpVKhbW1NdbW1giCYKZr0loTBAGWZVEoFOj3++OROikn84qVHr4d8jt/U0Cz+AHTQfZbJr4T0+rN5n1VA0k1kJiG5uZySBwpqk2xcL32RxF04akrBi9sLE72RmmBaSzOeh/GsWKKXkStCevbAjhaUMpYCseGjKWxTDAMMA0JQhKGin6oGYTQHYi5Vqe0e4LrK5Jb65fjxn+7JvmZ38zwPe+KuLFyMACb/vubV4uAElZihACArB2fepzgaH9JKTEM41zmgHEcEwQBpmmSzWbRWidGFBhVYJ6Xfr9Pv9/HcZzxPdXDBospKSmLSVoZkHIu6vU6v/mbv8n+/j62bXP16tVx4L+2tkaxWKRQKDAYDAiCYO7Krud5Y2+DRXIAnjd/8WWPL6wnZ170pCh6EfW2MTcn/HJ2OOZyY1+SJDO38+JlFJ3eYvkdAFyrxGxUF0QT14qlfIyOFRv7TGRU5sMYUuNlwM0IbFtgmQIpQErN+q6mN4Os/ZIfcn9vsY6jk3jjy2P+4df2EWLyfgFaD81GlRbECmItsM1ha9es6ZGlFWZOfuKMuJrr45jHtwgcbFk0TXNcvdhut080GjyJ0di+OI7pdDpzLXfP5/MTvRdzHAfHcej1ehfyizqJtDJgdjwJlQG//Gez2c6H3jGb7UyKVAxIORdhGNJoNCiXy0ea8AghyOVyuK57YYPBSSClJJfLARAEQdqHdgrCCD7x10Va/cuRxT7I1UL4oNd6fuTdGEtG3N8TC1Vm/zjWSiF3F8w7wM0olEq2X0PWjsk5EXt1Zu4D4Luacl6wUTW4WooRxGzVJGE8vdaWvKeoN2PCBH8m58F3Fd/3ngF5N0JpiJUgiiGKh38OIkEYwSAU9EPoh5LeYFix0e1Dty9o96DTF7R74rFCZj6ryWUN9pvwfe/qslqcrfDdVAUGcTLOAY+bInAw8B+ZFI+8isIwfCSDL4QYPy7CSBSYp0N/oVCg0WhM/HVd1yWTyUxNFEiTN7MjFQMmRyoGpKQ8xKhUf1S6P++SOdu28X2fbreblrmdgnv7Fp/8XHJGRU0Kgaac0+w15t+z71iKvBOysS/oh4sZBLm2ottfvOqAJJoJCobGkmGo2Kw+PvCbJobU3FiF7ZpxaOrCaimmVo8pF2BjX6KPaU+4CDeWIr66PpWXngtuRrNS1KzvMrXvx1NXYD8wDp0/3vqqAW9/fQcxg9YErWE/KpGUSqeSp7leGQb/o7aJg4H/WZIBkxIFRmP7wjCcuRlfsVikXq9P5bWFEDiOQyaTodvtTtS4ORUDZkcqBkyOVAxISTmCgwaDSejfz2az2LZNEASJdP9NEn/8RZ+vbCWn/HNSZDOKfh9CNX9BAMCUmrIfst/QNDvJWNNZuFYOubOTjMzgaRFCU/I1tdb8151zIjw7Zrs6zATPg2vLMIgNakfYvKwWYzZ2Y7IO5H3BZnXy+00ITcEd7odFxstoloua+3tMrdLBMjVPr1nc3nr8v5f9mO97dxvHmq4IH2FTD/2pbuMsPLMssGU8UTf648YRnoV5OPRPUwwYIYTAdV1s256YKJCKAbPjSRAD/q8/nc12/sk7Z7OdSbF4d5spC0u73WZnZwfDMKhUKljWfLNx7XabZrOJ7/vkcrkLq/6XmW94ZRvXunxtFe2+pJKfv7nTiEgJdpo2Sto8fUWzdOy88uSxHxiPuKcnHa0FhtBz60s1pGI1PyBv99nZV9zeFHMRAvLeg2qA+tFCAAz//eqSQacHd7eg5EUsFybfBy+kHI7hW0BcW/PUqmIQaW5viakJActFTSlvHCkEAFRbBv/sd/LcmrKYG2l7qq9/FkypIOoyGAwm2g6otSaO4wu/Zr/fp16vo5SiUCjgupfDl2dkmNhoNDAMg2KxSCZz/uMu9QpISZkNqRiQMlOUUtRqNRqNBvl8nnw+P9cgPI5j6vU6YRhSKpVwHGdua0kyjqV526vmX80xDbabFquFs42QmjZaC3YDm26c4caKYG1JMQsX8ovSCyVr5cUSMAB2mwbXKrMVhYpexIrfJ+yF3N6E7dp8zoOmoXn6qmagjFNn+XcaBqsVg4yl2akLNnZhJR9R8ie3D2styTNriyXQOpbm6VVFpKYrAgg0L7sGQc+k1jrdbdxv/aXH737Gn9qoyb5KjhFndsrC9aREgV6vR71eR2tNsVic6v3HLAPrh0WBQqGAbSdHLEp5clF6No9FIxUDUuZCv99nd3eXOI6pVCpzV8Z7vR61Wg3LsigWixjG/EuGk8bLVwc8tXQ5S/bqXQMvk5wKgYNU2yaNboYrFYObqyrx2dK9pom9YNUBMBwBOe1126biSn5A1uizuau4sz1fj4hrS4pcVrK+Z565l323abBcNnHs4T67vyfYrWmulkJ8ZzLB2EbVoJJP/rGUsTRPX1EorXlxSzCY4mfqZTQ3rkju7ZpnNh390rrFv/h3eRrtyQbuGkGYIAPUrD2bc/mkRQEhxIWz6Y9DCDGXLPtIFGg2m2PvqLOIAmllQErKbEjFgJS5obWm2Wyyv7+P4ziUSqW5BuEjg8N2u00+nyebzc5tLUnl7a9uYZuLl/k9iUEkcTN6JkZb5yXoGey3MhTzJs9cUTh2Mj+HfiS4uoDVAd2BmHi5+4hyNmQ526PTCnlxE/aa8w2cClnF9RXYblgE3fPfBuw1JZWiiZMZfm+0FtzdljRbiuuVCOeCGdpYCVzXQIhkfi9HIoDWmhc3py/sXFsGyzYv5NPQ7Uv+5adyfPbW5AT4iAxJMQ40pSIzYzFyJApcNHjtdrsTK7E/yLzEgBFaa9rtNkEQjEWBebeJpjyZaD2bx6KRigEpcyeKIvb29uh0OpRKJXx/viZEYRhSq9XQWlMul9PytgNkM5pnX96Z9zKmQrVlcrWUfCPJXijZCTJkMjbPXNXks8kLvHeaJo61eFfE+/uSUnYygoBjxVwpDHBEn/s7mrs78pAz/zwwDc0zVzW9yGSrNhnhdT+QlPImnvPS5x0rwYubgjAcigKGPP8xutuQvCxh7QK2ORQBYDYigCE1L78m2GkYdCbkJ/FHn3P49T/NE01gTGSoE9QiMEeRVCl14UqBgyX2pmlOpMR+3mLACKXUWBTIZDKpKJCSkhBSMSAlMXQ6HXZ3d5FSUqlU5h6Edzod6vU6rutSKBQm4iJ8GXjNWp+1YrJ67CfFdtOk6CVfEIADZoPYPH2FqWW1z0MYCVZLyRMpTkJrgZQXMBPUiuV8xLI/oNmMeXEDaq1kBLI3VjS+J7m3d/by8pOotSSFnEnWPbzfeoOhKGAJxbVKBJzvmNhuGOSz8w9mrAcigJRDEaA3mP5nW8ppVsoGd3cNJp19v79v8LO/nWOzdrFrbaiSE9Blpzw14TRMon1gktn00WjFpKCUotVqjUWBfD6PaT4qKCVBwEi5XKSVAY8njW5SEsVBg8FcLjf3IFwpRaPRoNvtUiwW5+5tkASEgHe8ppX43vXzoLRAIRbmvTlmTMGL0FqRdQU3lhUlX2OaGiGGn9W82GmYuAltZTiOvXOYCWYzmhsVhS1j7m4q7m5DnJC3Xs4pri3DZs2k1ZveubTWkuSyFr776Hcn6ApubwpyGcWV0tmDtTASlPLzayGzjKExoPFABJjVtIenr0I/NtlrTu9zU1ry8T/O8iefz6LPIzZIMzF+AdYcWgSOYxLtAw9n048KnI8jKZUBDzMSBdrtNq7rnuu9paSkXByhjzlDbGxszHItKQng4x//OF/84hfxfZ+PfvSjwHAE3y/90i9RrVYpl8v84A/+IJ7nTX0tQgh838fzPNrtNt1ud+rbPIlsNott2wRBQBQtRgZ5kgghME0T0zT57Is2f/bFy3nhvlII2azNP9ultcKzNY6lMA0FGqIYeqGg1ZNnMn0bneoPnvEf97NJcq0ccmdn8cw4XVujtaB/jBu8QLNaVAwGMRt7w+cnCcvSXF+C+1UDNcNgrehDpz2g2Tl6m6sljTQEe82zHRtrpYgXNy+6wtNjSs21Zc1OjYmV55+GjK1ZW5Ks7832u1PMxnzw3W3cMxjwDXBohtO/HzgNRSei5Cb3uiylREp5ocDcMAw8z0MIQafTOdV9SCaTQQhBr9c793ZnwcPvrdfrJaqi4bKztrY27yVMnX/5h7PZzn/5zbPZzqRIxYCUQ9y6dQvbtvnVX/3VsRjw27/923iex3PPPccf/MEf0Ol0eN/73jezNY365oQQiQjCDcMgl8sRxzGtViuRivskkFJimiaWZWGaJoZhoLUmiiKiKGIQRvybv/LYDS6nILDkh+w2ZyEIKLK2JmPFGBLQmjAeGtq1e3LiJd3HcfBYHv314M/iWCOEOHXFgSk1UsR0+otXhPbUKtzdefSN5pwYz47Yqc42QDwLN1c09c7k+svPSiEL/X5IPTj+edeXNb1Q0OicLuh1LE0URrR70+/Rv76s2a0z9W09zJUyhMo4VkyZNt/19pBnVlqnem5H5+hE8xdOAa7l+9hG8q/HUsoLj1Q2DINsNjv2GIjjowUcx3HQWtPv9y+0zVkxEgU6nU4ikkBPCqkYMDkWTQxYvDu0lKny8pe//JGs/+c//3ne8pa3APCWt7yFz3/+8zNdUxRF7O/v0+l0KBaL+L5/4QvpRYjjmHq9ThiGlEqlqc4GnhWmaeI4Dr7vUyqVKJfL5PN5LMsiiiJarRbVapVarUYQBHS7XeIo5B2vbSET6vR9UYK+cWE39BEChZ+JKWcHLOf6LPl9Ck4fWw4IB4pqAJtVg/U9g/V9k+26SbNjzFQIAB4E+sOHlMOHYUiEgCgauqajQauHHkf0zEVKsFyY6VuYGHd3NGV/eINtCMVqfkDe7rOzH3N7UyRSCKjkFVeXYKNmznV9jfbQ9b5cOH4N67uC/YZmrRyRzZz8XeuFgpXy9G5bDKl5alXh2JrbW2KmQoAUmpdfg2p7vkIAwG/+ucXv/HUOdYpql36cDDHYkmohhAAYlscrpS6USIjjmGazSbfbJZvN4vv+kS2VF61GmDVxHBMEQeIrGVIWj9Qz4PEk4yyekmiCIKBQGN7R5/N5guCEdM+UGJWN5fN5KpUKzWaTwWB+c+97vR79fh/f93EchyAIjlXnk4AQYpzpHz2Acba/3+/TbrdPfeNQ8WPedLPLZ+8ko0x0kvRDyVIupNc4XfBhCIVnK2xLIYVGaxiE4kGGX9DrC2DxSubjWBGGLwVqGv2oGPeYw2V0CK3vGZgGxGq6LQmTRqJxrYi1Ysj6juB2S5CU8WkPk7E0V5fg/r6J7iZjjUFHkHUMKvmI/ebRz9NacGcLLENxfUWx05AMoqO/cxtVg5tXQu5uTe59SqG5saLZa8DtCb7uacl5moJvcHc3OfmZL983uft7BT74rjYl//GGsQqDOCHtMdkztDYkAa2HRqUHBdjzEEURzWYTy7LGFYudTudQeb0QIi23T0lJOZJUDEg5Exe5aE0CpRT1eh3btikWi0RRRBAEc7vQaa0JggDTNMnn8wwGA9rt9lzW8jCGYRwq8x85Co8C/9P2G57Ef/ZMlxd3beqdy3c62QssrpZe8g8wZYyX0diGQgiNVtCPhlniTm/4WMSA/yjCMCaOD0fvSmsknOE8INAa5Oj541/TB/47ff+Ck8iYirwbI7Si3YP9BnypKTAkXFtSdPqCWis5wdoQzVOrUG0ZrO8lIyg7SLsn8DImlXzIfvP49YWx4MVNcDOK6xXFRlWi9OP3d6tnkrEj+hd08x+JAPvN+YgAADdXodY22a4n7/PrDQT/5//j8543D/ialz16XYtIztjdeY4UvAgHRYGLmCWHYUij0RiLAqNr/Oi1F6kyYMQirjkl2aSa2OO5fHfvKRMnl8vRaDQoFAo0Gg1835/3khgMBuzs7JDL5ahUKrTbbTqdztzWE0URtVoN13Upl8u0Wq2ZVS0cNPUbPYQQxHFMGIYMBoNHMgWTxJDwjte2+Z3/L38+N+oEY8qYcBCxlI3YD0zafUm7e7kC/sdhCMUgVBxV6KKZRI5cHPjvAXHhIbHg4N8mKRhk7RjfiVGxptGGag2qtUez/7ESY++Aq5UYIQTbtfmLAstFjWFI7lfnv5bj6PQFrm2xVIjYa5z8/G5/KArkPUUpr7m/LxDi8Hts9wTXVyS31s93IAiGIkAtmJ8IYJmaG6uSe7vJP5f80d/afHnd5Lvf3saQLwnIA50MrwDbWJwWgaMYTR6YlChg2zaFQoHBYLCwYkBKSspsSMWAlBN5/etfz/PPP89zzz3H888/zxve8IZ5L2lMEARjLwHHcWg2m3M1GOx2u/T7fXK5HK7rTrxqQUp5qMz/YVO/brc7l/d/pRDxuus9vrB+OUYvOmaEY4Rs7En2YwMvo8hknoybqVI2ImgrwmNKtbXWQ0FgqlVC4pG/HSUYPCwWKDXMtr10U60oeArHVIThMAjcCQQ7D23nJDb3h69XzilynmZjX56qr3qSuLZmtTKcEZ+0CQZH0R0IHNtkuRixWz/d7zQ7gmYHlgoKJ6PZrh8Omtf3DNaWQzZ2T78PRiJAvQV3tue375YKGmkY3EtQW8BJrO9Jfvbf+nzwm0NW8m20hn6UDCEjay1Wi8BxTEoUGAwGDAYDMpkMjuPgOA7dbjcVBVKeaNLD//Gk0wRSDvFLv/RL3Lp1i1arRS6X473vfS9veMMb+MVf/EVqtRrlcpkPf/jDZLPZeS/1EUZzavv9fiJc/m3bxvd9er3euaoWDpb4H8z2jwL/MAwT1QcYRvCJzxRp9ZJxg3gesnaIJTTru4/OiS9mFZE2COPFucTytHgAACAASURBVIE/E1qxWgi5uytPFWQKAVIkd1/EcQxasVxQmFITRpqgo6kHYmIBvOdoVoqa3Yakd8GS9ZMQQnNzFfaaBv1wMUSAh8lYGscI2a6dff1XKxqNYD946fyS9xT1Zkx4zAhIGIoA11eGFSCN1nz33cvWhr4HszYHnSRf+6qId7wxptpPhnnu9Xwfa8ErA47ioqIAQKFQoN/v4zgO/X5/YRz65+kJ9STyJEwT+Befms12fugfzWY7kyIVA1IuFUII8vn82NAvCaN0stkstm3TarUIw0eNmEYj/EbB/yjbPyrzHwX/8xY3TsO9fYtPfi4/72WcmXxmQDSI2awdL2SsFmMaXRN9yQaxuFaMZUTs1E8v5AihMaU4sq87CawUIraq+lCwaEpNPqtxbQUaeoNhpUD3Au77pqG5tqQJuoJGe/L7Y6WkQUiqQXL39WmxTY1nh2ztn31/j4L6dl8SdIfH6o2liK+uH/Ubw0qAoA21OYsAXkazXJJsVBdXLB1xpRghUXzrOzOPiKazxjYU1/KXP2i8yDjCYrFIvT4syXFdl0wmQ6/XS7Rbv9b6sfdLKdMjFQMmRyoGpKQkgFG/3GhEzbwz6IZhkMvlUEoxGAzGwf/Dpn5hGCZ+IsFJ/PEXs3xlKxkZo2PRipIb0upo9pqnD7KuL8XsBskxzrooS7mQvQbnymxfLcXsNJLRN3wUlVxMNVAPpjkcTTaj8F2NZWjiWBN0oN7ijBncoSigtGCnfvHAPetoloqC+/uSpE4yOA+WqfHtkM1zCAIAUmpursB+IOlHgoIbs109+AzNjWVN0IVaMP/9dmNV0upJWouRkD2Sci6GKGZzf/j/qxXNP34ug5rjsVlyQ4rOYl8zz8J5RIGDYgAMkyaO45DJZMatjUkjFQNmz5MgBvzzfz+b7fxX3zqb7UyKVAxIudT4vo/v+zM3GByZ+h0s84fhBc4wDHq93plG+C0SvVDwiU8X6YbJzGJKoSg4A2oNaHTOt8abyzHbzcUWBIRQLPvhg3Fm57+Zv1JU7DaTbT9T8BS9XkSze7bP25CaQlbj2hrQ9AeaesCp5s8vFTSeM/QVOGtvvxSam1dgp24wOKEEflExDU3eCdm4wBQE29JcWxqec7b2hoaX11c07S5UEyACGBJeft3k9pZeaHPVbEaRcyLubj76Pq6twHe8256bIHCZWwSO4yztAw+LAQdfw3VdbNum0+kkqix/lCRJmR2pGDA5UjEgJSVhGIZBoVDAMAyCIJi42jwa4TcK/qWUY1V7lPE/eFETQuD7/ng9i14J8Dhubdv84Rdy817GISwZ49sDtmuCbv+iQsUw87jTTHZW/CiymQiUYn8CZeflnKbZlokPdnxXo+NoIkGim9HkXTWsIlCaVgdqweOrCHxXs1TQ7NTlqXr9r5Q1sZYJHGM4eUxDU3BD7p/BBPBxZB3NWkXTbGs2zlltMGmKvsZ1jDNVHSUNy1Cs5iPubmnC+Oj9+swafMs32TM/BzwpLQLHcZpKgdEkqKMQQuB5HqZp0u12EyEKpGLA7HkSxIB/9snZbOe/fu9stjMpUjEg5YnBcZyxkc55DAaPG+E3KvGPoujULQmmaZLL5QjDkFardZ63lGg+9Xc57uzNP3vumBGODNnYl8fe0J4VQ2pWilBtJzsr/jAr+QFbVTHRjPPNZcX9/eTvB8cGz47GZc6TRIqXqgiEGFYRNAJoPagisMxhC0GjLWl2Hi8alPPiUvSUnwVDasrZiHs7F38tITSrJY1taHbqp6vgmAbPXIWdxiJXdSiulWO299Sp9+GrnoJ3f/1sBYGyG1J4gloEjkNKOU5EHEQIQS6Xo9lsnuo1XNfFNE06nc5cy/TjOL6UiZIkk4oBk2PRxIDk372lpEyIXq9Hv98nn89TqVRotVpHGuiMTP1GZf4Pj/Dr9XoXNvWLooharYbrupTLZVqtViIU+Unx9le32KwXGRwzom6aZO0QqaIH498mH2DFSlBvQ86Nx2ZmScaUiqIXcndn8mvdqQsypqI/p8/6tPQGEMUGT13R3NmarI+I0oJaS1B76OfFvCbnKWxjOKHCMjTXKop+JNhrSAw5nBKwVTPYqC5q8Hh+DAmGafDKGxHN1rDKon3Oyh2tBVsP9qEQmrUlTcZ6IAx0p79vM7ZmbUmyvpf888FRrBYi2h3FC+twlvahL98Byxjw9rfMShDQZO00WByhlEIp9UilwMiX6LSv0W63kVLieR6u69LpdNIMfcqlYXatuYt1LU/FgJQnCq01jUaDTqdDsVjEMAxu3brF/fv3x48f+ZEfIZPJjDP9vV5vqgr1yMDH931c102E4eEkyGY0z768w3/4kj/T7Y4mA2zsGMB0b8q7fbBNcCxNL8Hj3gpuRK+vphak9ELBjaWYjWqyxQCAKBZs1+Fla5IXNqb/PesOBN3B4f3e7GsKnubpKwrLgp36ZKtWkoptakq+JmMPTRZbXUGjI9huSMBgrRRRC0JMGZPPgpsZigWxEnQH0GxDdMrRnlqL8QhDgebqksaxNHsNCB5TmXFRrpQhVCbrF/BAmCfFbIxJzN3N87/GF14Ayxrw7JunLwhkDI2Z/NPNzFFKIYQ49DhrAKSUotVqYRgGnuchhKDdbs80U38Z/ZRSUpJK2iaQ8sQQBAEbGxvcv3+fjY0Ntre3MQyDp556iuvXr7OyssLq6irZbHZua7RtG9/36fV6MzU8nCa/+zd5NupT7q0/52SASbFcULQHZiJnh6/mB6zviamvTQpNwYPmAlRJjLhWiXghIZe5Sk6RdTStrqB6CfwCMpam6A8z87EStHriQXvE8cehl1G4RsidrUdvTQQa34OcJ/CcYQa024tp9SDoAKcY+SmA1bLAzWh2a4pG+1xv76XXE5qXrQnW9wzUGY0ik4CXURTdiNub+sxGl0fx1tcL3vwPLKaZHUtbBE7GsiwcZzjZ5yL3E4ZhkM1m0VrT6XRmIgqcpeUyZTI8CW0CP/t7sxGZPvJti3UtSMWAlEvP+vo6H//4x/F9n2vXrrG2tsa1a9dYXV3FMIyxwaBpmjSbzUSMs8lms2QymakYHs6aZkfyic8UpxKMSqEoZgbsN4fbmSdr5Zi9lokQyQjkMqYi72ru7c4uw3KlFLOb8FGDD7NWDrm9SaIMEH1HUcppBhHs1mXig0znQeBvHwr8L/Y9WCtH3Lkfnsp0EYZmhEVfkHUFtiVQD6oJGoE6tmpnuaBwM5pqAI3W2fZzztMUcgbbtWR858+CaSiuFGLubSsGU6hqevvXCF73qmkJApobhX5aGXCAg22NljU8B4+8jCbVfmiaJp7noZSi0+lMNVgPwzCtDpgxqRgwOVIxICUlYRwsmzuOkcHgYDAgCIK5X4gMwyCXy6GUSsR6LsLn7jr89VcnV3ExngxQFXQHybkjTMrIwUouphGosXndLLlaitlZMEHgaini7o5GJbCywzY1SwWFELDfkHNvR3EOZPwjJQi6guCMIxtPi+8qTB2yvnOxc1/W0eS8oYGkEMNWkXZv2HagD1QTVPIa31HUWlA7YerEzVWotQ16g+QdM8ehteJaJWavqqbSLnGQ97xF8IqXTV4QyJiKtdzl8dc5CweNjEfBPzBuaxz9edTvnnYc4XFYloXnecRxPDVRIBUDZs+TIAb8H78zm2Pqv/mOxboupJ4BKZee0178RgaDuVzuRIPBWRDHMfV6nUwmQ6lUotPpzHU9F+ENN3q8sJ1hN7jYKccxIxwjZGNPshcnrxz97q7BzeXBHAUBxWo+5O7O/Eb9dfoCgToUZCWdzZrJtaWIraomTJgD/CASbOwPj3UhNCsFhWNrGh1Boz3dfezamoKvsc1hxr/ZFbS6ku2jp5RNlFZXAjaveUbxwr2QwTl9zNq9YfD/MIbU5LMxWQcsc+gz0B0IwhiWS4Kcq6gHHBpHaRmaG1ck93aTd/45iZVCRK+rePGM5oDn5Y+e11hWxFM3zIluz7eejPaAUeA/CvpN0xwbGYdheGZzP601cRxfWBQIw5BGo4Ft2+RyOaIootPppMF7SsqCklYGpKQ8BsuyKBQKaK0JgmDuI26EEGSzWSzLotlszn0952G/ZfB/P184V8mzb4eI8WSAZAVrDyOF5kpFsx/MNjvu2jGmiNhtzD9IGZoJLlZ1AAwrKqqBotdP9jE2opBV5D1NbwC7DclFAi4vMxyNaJkPMv4dQauXHEGnkNWocMDm3mwCDsfWQxNDG2xLgx6aQQ5ig9qCeToUvJiMjCcyvvE8fPs7JGtXJ3U+uJwtAkKIQ2X+owlGBzP+k77uT6pSwLZtPM9jMBjQ7XYnIgpcpslKi8KTUBnwsd+ezfXjv33fYtxDjEjFgJSUY8hms+RyOTqdDu32BZ2mJoBpmuRyOcIwpNVqzXs5Z+b5F1w+e9s79fPzmQHhIGarNv8A9yzY5rB/uTEjM73lXMhunbmXkI/IWBpTCnrh4t2x572Yfi+mOaXS92nh2ppKXhHroc9AdMx0gocD/2ZH0E5Q4H8UAs1aOeLWvejY9zdN1pY0Ukq268k/JzmWopIdmgPOW0T9rm+WLC1dXBBwzJirucX20Xnc6GKl1KEy/1kK/g+PIzwvmUwG13Xp9/v0er0LiQKpGDB7UjFgclxEDGi1Wvz0T/80u7u7LC8v88M//MP4/qNTub73e7+XmzdvArC0tMSP/uiPArCzs8PHPvYxgiDgZS97GR/5yEfG7URHkYoBKSknIKWkUChgWRZBECTiIuW6Lq7r0m636ff7817OqYkV/MZnCtQ7x5yYHkwGCDqK/Wbyb7iPIusoLFPSDaf3HqRQLPkhdxNYsnx9KWZzAasDALIZBTo+VB6+SBhSs1xQWAYEXYHnKDIWKCXoDAS9gWB04X9cDCAe+cvxNQdxrGn1xMzMM0tZxaA/YLs6k809luWixnPEg3GayRJSpFCslWLWdxT9BHkafM8/MigWL9YqVvFC8pnFqYyTUh7K+EspUUodyvgnxTV/UqKA4zg4jkO/36fb7Z7rNZJwn/Wk8SSIAT/1b2cjBvzI+8//PfqVX/kVfN/nO7/zO/mt3/otWq0WP/ADP/DI8z70oQ/xy7/8y4/8/Kd+6qd49tln+cZv/EZ+/ud/nqeffppv+ZZvOXabybqCpaQkEKUUtVqNRqNBLpcjn89P5IJ5Ebrd7thPoFAoTKTUbxYYEt752jYvhSIvIYWi5PbQ4YDbW2KhhQCAdk9iGcMe42mQcyIcI0qkEABwf19SyC7OTftB2n1JpE1Wi8m4ST8NWUdxpax4+orixgoIw6DWtWiHFrtBhvVqho26Tb1j0YtM+g8evfDRR3f0GLz06Dz0MA1JydfYJhiGwJaKpVzIjUrEWlnhu9O76aq1Jd04w6uekkgxnz7l3brgzha4Vsz1pQjTSMaxslYKsQm5ta4TJQQA/OtPxbSCcxo/AKDJJtgvwDAMMpkMvu9TLBYpl8vk83lM0ySKIprNJtVqlXq9PhbykyIEwPBeJ47jC6+p1+tRr9cBKBaL4/GGpyX1Hkh5knn++ed55zvfCcA73/lOnn/++VP/rtaaL3zhC3z91389AO9617tO9fupgWBKyinp9/vs7u6ODQbb7fa5Ve9JoJSi2WxiWRbFYpFer3ehWcKzYrUQ8brrPb6w7gKHJwPUFnBE13HsNuBKKaTWMZmk9rqSH7C5Lwjj5O4vrQWmEQPJFCtOoh8K4tji2lLI/b3k7OdsRpHLDp3xQdCPhm7+/dBgf8qdQ8VsTDajCLqCWktSa7302T69KvnKvVGgpgFN1tEUsxrThDAWNDqS/oRaR5QWbNRsbqzFtFshezMyNXyYZlvQbA89O24sKfaaci4TTpZyMVEY8+J9mIU54Hn5tX8X8aHvAMc7++2n70gq5SKtVutMxnnTwDCMQxl/IQRxHBNFEYPBYOqj96bJyGjwopUC3W6XXq+H4zgUi0W63e5CVTKmXD5mqTN99KMfHf/9ueee47nnnjvV7zUaDUqlEjAU0xqNx1/cwjDkox/9KIZh8P73v5+3vvWtBEGA53kYxvDaXC6XqVZPLqFLxYCUlDOgtabZbNLpdMaK97wN/cIwpFqtks1mKZfLBEFAGCa7p/KtL++wVTOIozixkwEmxVbN4MZSxE5w8QkDpqEoOiF3dxZjf+3UDdbKIdv1xWwXiJRgv2Xx1GrEne3ZBlijoD9jD0O7fiRnFvQfpJSNyTqaZkew3xTsHyHubFY1GftwNnro4n9wv2kK2ZCcN6wS6keSeksQqfMHz/uBgSElr7oZ8pV7MXpOvfHdgeCFDTCNmOsrMUFX0uxM/3uacxWeFXF3a+qbmggawS//bsSH3yewnbPtH0cOaLVCfN9Ha02r1ZrJtffhUX6jwD8MQwaDAe12+1Jms0dihpQSKeW53qPWeiwKuK5LsVik0+kc2wZwGfdlypPHP/2n//TIf/vJn/zJcfXMQT7wgQ8c+v/jxqL/3M/9HOVyme3tbX7iJ36Cmzdv4nmn9+Q6SCoGpKScgyiK2Nvbw/M8SqUSvV5v7oZ+7XabXq9HLpdDKUUQBIm9qFoGvO/rAm5vm+QyJre2jLlk02bFvb2LjxwseBHdnmJ9fzGEgBGtrkAKhdKL+flqLdiqWzxzNeTFzckHml5Gk8/quQf9B6nkFdkM1ALYawr2mie/734ouF6BFzePf16jLWkc8GIVQlHyY3x36F/QGQwFgrOMpoyVYKNu8/S1mHozpNY89a9OnCgW3N4cvq/ry4pISfam0PKUMRVLuYg7m5o9ldxKgMehteCXfzfkw+8D0z7tvtF4VkwUQb1ex7Is8vk8URTRbrcnloV/eJSfEIIoioiiiF6vRxRFib2uTgulFEqpC1UKaK3pdDp0u108z8N1XbrdbuoNkPJE8mM/9mNH/luhUKBWq1EqlajVauTz+cc+r1wuA7C6usrrXvc6bt++zbPPPkun0yGOYwzDoFqtjp93HMaP//iP//hR/xgEwYkvkJLyJBOGId1uF8dxyOVyxHE81yoBrTW93nCg9ugEMu9yyqMwJFRyileuRXzdK0OeWo7J2JpOT9BPiCv+JGl0BFfLEZ3+2QIDrRVXCsO2gEV05+9HguuVmGBGkxWmRdA1uLkSU2/BecqwvYymUtBU8ppSDlxHgJAMYoPuwCDoDh+dviSeeXCnWS3CUh7CSFMLoN6C3hkLjNp9gWsrBmf6/gq6A0GjPXx0esPxnCU/ppJT+I5GCE0/5MRApNOXGIbB9WVNramYb7m8oNkWtDqwUogpZjVB9+T3cOKrCsX1ckSjGbNbE3OrhLgoWgv+/isxb3qVQJzC88Y1FXnnpYBfKUWv10MIQT6fR0p55mudZVlkMhk8zyObzeK67tjZf5TxH5W2J8nob15ordFaH5utPA1hGBKGIY7j4LruWGw4uJ0nfV/Pg1wuN+8lTJ2//KIedbFN9fG2157/+7G3t8fm5iavec1r+NSnPsXy8jJvfOMbDz2n1WohhMAwDJrNJp/4xCd473vfS6FQ4NatWwDcvHmT3/iN3+B1r3sdr3jFK47dZjpNIOXS8Cd/8id8+tOfBuDq1at88IMfxLJmV548MvOLooggCOZ+MRNCkM1mx1MQkioKPI6duuQrmyZf3TDZaSx2EHkQ09BUClBvn64oy7EUrhmxueBeCrapsUxB7xJUf1wtRdzd0agjAvZsRlPMSzL2MGDph6Oe/mQFbQLNSgksQ7HX4KFy/vOzVo64szX595qxNKWcxrGG7RvNrjhWWFspxOxVQ5rznwg7ppzT5H3BZlWeq1Lmaimi0VTULlGexrE1/+R99lAdPoYlLyR3zBSB0YSdx3nnCCEeyfhrrccZ/5Gzf8rpGQkCFxW3pJR4noeUkk6nMx6rOM+kypPKkzBN4H//zdncl/9333X+e50gCPjpn/5p9vb2Do0WvHXrFr//+7/PD/3QD/GlL32Jn//5nx9PJ/m2b/s23vOe9wCwvb3Nxz72MVqtFs888wwf+chHToyFUjEg5VJQr9f5mZ/5GT760Y9i2za/+Iu/yGtf+1qeffbZma8ll8vhed7cDQZHmKZJLpcjDMOF7G1sdARf3TD5yobJ+r6xsJmwEa6tcDOS9uB4kaOSDam3JxekzZvrlZjN2mJ6BzzMSiGi1lT47oOefiEYRIJmAoP+gwihWC5oTKHYbUp6U3Gb1xTciL3G9IWfrKMp+hrLhEEkabQF/eil7WZMTdEbcGs9Wec839WslATbdckgOnk/VXIxOorZ3J/B4uZA1tV8/7fbcGSFgOZmoX+SXgAwLkEPw3CcORsF/qOgPw38J4cQYiLTjAzDwPM8hBA0m820fWAOPAliwP/2G7MRA/77/2KxEh+pZ0DKpWE0u9cwDAaDAYVCYS7rCIKAbrdLoVDAcZy5Z+WjKKJWq+G6LqVSaTzSaFEoeJqvfUXI174ipNuHW1tDYeD2jkkUJzfwOoruQGJbCtuEQfSoICBQLOdD7u1IdIJdwc/K/X1JJR8fcqBfNGwzppSNaXUUnb4g62i0EgQDkdg2CCkUy3mFFJrdpmRzXzDdCQ+CjD2bG6FHDQoVhWxM3hvGlb1QsteyeMVNxdZuSKubjO9TqytodcG2Yq4vKWptSbv36D7LZhQ5J+Lupr5U54KHaXcF/+qTAz7wn9to8eh+cC31WCFASnko4z8K/AeDAVIOW0ZarVYaWE6R0eSBi4oCcRwTBMHYpyElJWV2pJUBKZeGP/3TP+X3fu/3sCyL17zmNXzoQx+a95LwPI9cLkev10tEVl4IQS6XQ0pJs9mceyvDaXlcmecg0vynOxFfvKP48vqw73iRWCnENPsm+kC5sGfHGETsTsFwLAks52OqrcWqDjCEopKLCCPFZlUc2R7gu5pyTiOEpNYxTpXxnRamVCzlh2W2uw3JIJr9d2M5F7KxP//siBTD9gLf0ahYEcWKWAGj1lEtUA/6PJUejp469KcCLQQqhkiBUppYgVIMX2cCQbohNdeXoRsOxzVapmI1PzQHXETB87xUCprv/lb7EfPIJW9AweXQKL9ReezBjP/DpeVSSrLZLKZp0mq1Ej9l5zIwiUqBKIoW5t7kMvEkVAb8r/9mNsfVj373/K99ZyEVA1IuBZ1Oh1/4hV/gwx/+MK7r8gu/8Au8+c1v5uu+7uvmvTSklOTzeTKZDEEQJCIrb1nWWKR4uL9y3kgpDwX9pynzVBrW94xhO8GmSbOzGCfi65WY3dZwwsBybsBO/XKaJx7kWkWxVUt2UZrWikouxiBmq3b2z0QIzVJek3UFg1hQaxlncsc/D5ahWMorlNLsNOTcg8iSr9itqQS29QxFGy+jaHc021WNusAapdBIOaxEMMTwTzn688HfhXjw5+j/Gf5s/Hjw/wCmAbWGYq+RtP02G1Yrmn/8XAb1QGQRAt70tItAj8//ZzXzMwwD3/cBZjaO8EnnIqJAGIZzT5w8iaRiwORYNDEg2XdkKSmn5Mtf/jLlcnl8wX/jG9/Iiy++mAgxQClFvV7Htm2KxeK4dWCeyncYhlSrVTzPo1wuEwTBXLImo4B/lO0RQozbPaIootvtnmo/SQE3l2NuLse850197u9LPvNlm/1AIsWDAtsHN+Tw6A348E99oDxxVJR7eEb6g2eP/4Y+UL47zjS+9OxRxnGUgdQaFA+yjQjqbcHVYp8ohnu7l7Ma4GEaHTCkIr7AbPlpkXcjXCtmrwHrOwLOGcBrLdhtCHYbw/+3rYjlwtBEMegbtHuT+axtU1HJKWKl2alL1veSs09rLcnNlZg720kLagXVQFANhvsqn9NU8kM38+3qcJrJWVB6WDXABOPLQlZS9BX1VtL23fTZ3hf83p+GfPu7bGI9nCLQqNcu9JpxHNNoNMYiuFKKVquVZp+nyKh94CLjCFNSJo1Sqcj0OFIxIOVSUCwWuXPnDoPBAMuy+MpXvsKNGzfmvaxDDAYDdnZ28H2fSqVCu92ee1a+0+nQ6/XI5/MopQiCYCqK/KjM/2CpPzDO8vf7/Ym2UVyrKL7z63t8/o7Jn/29TaefnCDpYYKuQTmnWCtHbFaNS90bDNDqSm4uxdyvJuMzca2YvBvR7Gi29iXTGEc3CAX390avqyj6ikpBopHsNTlTGb9jKcq5mDAicQLAwzS6Bqah5l6lcBy9UHB/3wAMEJprqxrXVrQeVA3Mo7Kh0RZ4GclKSbFTS+6+mxb3tjT//s/6fMs32WTtyfnthGE4FuYLhcLCmuouEiPB5SyiQPp5pKTMlrRNIOXS8MlPfpLPfvazSCm5fv06H/jAB8ZBZ9IwDINisTju3U+Cu3EmkyGbzdLtdi80BeEoU6d5uTn3Q/iLL9r8zS3rQuXAs8B3hoHiVtUgmvms+dlhGRrHEnTmNGrQlIqyH9EfKLbmPKtdCs1qWeK7knZPUW3JYT35AVxbUfJjBiHsNGQCS++P5nol4sXNxVnvQRxbU8kNqwa2qprujCd7WKZmOa8eVKk8ebztjfBt36DHFV2TxnEcPM8bi9Ep0+c07QOp4eN8eBLaBP6XfzWbFqH/4XsXq9IzFQNSUuaI67rk83n6/T6tVmvuirgQgmw2i2VZp5qCYBjGof7+kanTwaA/Kf2Z+03BH3wuw52dZApEB8lYmpVCzH5Tzi1gnjbXKjFbMx01OPQBEDpmsyoI52CqdxrcDFTyCssUSCHohoK9hljYihHb1KgoXjiDz4cRQlPJaRxL0exodquzcfiXQnN9SXN7c+qbSgwvW9O8483w6puz2Z7ruriue2EhPOX0HFcpkIoB8yEVAyZHKgakpKScCSEE+Xx+7CWQBINB0zTJ5XLjMsrRzw4+hBDjgH+U9Z+3mHEavnzf4I//LkNjAUwGDam5UoppdeVCrPdsaJbzmmpruuJMwYvIGDG7DR4aQ5dMhNC8bM1gs6qxDIXvwk4j+QLWcSxydcBRuBlN2VfE8bBqoNef7vt7LTW/rgAAIABJREFUelXxwv2pbmKuCKH5B8/AO94EN1bnsX2B53lkMpmFG7+7yEgpkVIeundIxYD58CSIAf/zr89GDPgfP5CKASkpKedg1Mc4mrc7L3OjUZm/aZpkMhksyyKOYwaDwaFS/0UmiuEzX7b46y/ZhAnuZ34JzdWSIoxh7xKNHVzKK6qBRDxmtvhF8OyYnBtRb2lqweKIKKslRaReMrcbcWMppto26IeL814OIoXGMSMa7cVc/0mMpkdkTEWzrdmtvWQ3OkmeWlXc3piPj8G0MA3N17wKvulNsFyc92qGooDv+5imSbvdTgPTGTGqFNBapyMg50QqBkyORRMDFjvdkJJyiRgMBuzu7s7UYNAwjEP9/Q/Pbm42myilyOVyGIZBp9NJTNn/RTANeNtrQ17/VMQff97mS+uzLFc/D4LN2vDispSPsQzYrE3H7G6W7DUl1yvxg/dyMWxTUcpGdHqK7Zpgry5YlP2TczUFXz8wsnuUe3sGrq1ZK0dsVBfvsq20oJgTNC5pW/ZoeoTvCL7t2ZBKTvH/flnw2a9Iggmewu9sS25c0WzsKqKEtrmcFsfWPPs6+MY3Qs6b92peQmtNEARIKfF9H8/zaLVaCy+AJ5mD5sKWZdFoNFIRJmUqqAWoXp0HaWVASkoCMQyDQqGAYRgTG/t3MOgflfnHcXyov/+4aoTRWKbLaLZ0d1fyh5/LsNtYHDW34ClyrmazKokXOFOYzSiiWBKdY9SgQFHJRQ8M3kSiXesfhyE115c1G1V56rVfKSv6oSToLl6WveRF7NQX6zM6La+7GfPet4Z4mZd+Fiv40l347Fct/tMdxaSmWq2WNLWGoreAPgx5T/ONb4S3vg4ce96rORnTNPF9H601rVbrUojh8+ThqUKmaY59hgaDAWEYLkzL4WXjSagM+Mlfm42o92Pft1iifSoGpKQkGMdxKBQKZzIYFEIcutCapjl28z/4OO/F1vO8sb/BZSrnUxr+9gWLP/+CTS9cnJts19Ys5WN2Ggb9BVr3QYajBk9fnVHyQkwjZqcmFtaY7tqSIuiKcwX1pgHXlmI29g00iyMKLBdiNnbnvYrJ4tqab31LyOufPr6tq9kR/P3tDJ/+QsR+4+KBTjmnGQwUzfZiHP/LRc03vQm+5lXD43fRsCwL3/eJooh2uz23Nr5F4uGMv2EYaeCfYJ4EMeAnfnU2YsD/9P2pGJCSkjJBDhoMtloter0eMJzfW6vV8DyPpaUlLMs6VOY/KvWfRiZDSkkulxtnSy7TjVG3D3/2hQx/96K5UA7upqG5UlQ02oKgtzgBIgwz5FlH0D5m3b4TkbVjqoFe6N7zck5hW4Lt+sXfw1JeIyVUW4sTXa0UQu7vLu7nd5BXrMV8+9eH5NzT/46UBuv7Dn/1+YjPfTUivsCp03c1tqEetMQkkxurmne+GV77NFMbEThLRiN4+/0+nU4nDWQfcDDbP/pzVHmYBv6LQSoGTI5UDEhJSZk4YRiyu7tLtVrl9u3b3L17l16vx+rqKs899xxPP/30iWX+02B0Y3QZRzJt1yV/+LcZ1o/o404qQgzNBnuDxQoS18ox2/XD1QG2GVPKxrQ6it3GYgeQjqVZKWvW9+REDeCkgJsriq3a+VotZk0hq9ivq4U2wbNNzbd8bcTXvOL8QqtlWSA9/urv+/zF5wbnbp9wbKjkBfe2klW+/uqbQxHgmUsaXziOg+d59Hq9qXv7JI2jAv+DQX8a+C8eqRgwOVIxICUlYSilkDL5N8kj4jjm1q1b3L9/n/X1dba3t5FScvXqVa5du8YrX/lKXv3qVwMkpnff930syyIIgktntPTFuyZ/8vc2rQXp0ZZCY5lgmcO56GGk6fVBAeihy7nWDKse9PDnAonWQ3MdpUb/zoOfvfTnpF3/H2a1oKi1JJVcRBRpNqsQq8UNGmEoztxY1uw25VR7vAvZYaZ4u558AWitFHJnezG+T/8/e3ceHmd9Hnr/+8ym2Ret1oaF9xUvMjbeMDYOizHGTgJlSV635NCWlJy+nKYNfXto2qbtSXMlVzi8bZLmTQkkmOWcEgIEQgLxAvgYYzABvGBk2bItW7ZkbbM/M888z/uHeAZJlm3ZkmZG0v25Ll2WRtbMbyTNaO77d//uu7+JFRk2XJMm6B2e6zMTqgePxnnrA5V9RxRSl9gc0GoxqCo2OHZ6eNZ0uSwWg6smw6r5MKEkv2vJFfPYXDwez1btjSUDBf5m1aEE/mPLeEgG/P2TuTna+s0vFXpT6r4kGSDGrDNnzuDz+XC7e1oVj5akgK7rvPTSS1RVVVFdXU1FRQVWa98X+GaDQZvNRjgcLoiz+1arFb/fj6Zpg+5vMFqkNHj7Ywd7GuwjEpzaLAZ2W08Qb7P2vFktPS+uLYrSU16rkJ1XphsK+qcBeibT0zgvrUNaUwZcX0UgzckzGrHkUNduYFHAYgFF6dmV7v2v0vtj+l6mKKBg9Pu4535ZFAWLRcFuU0hp0NI+xGUWiPONChxJV5RDRxSSqcJ9rnMX6cQTOulR1BHfZjVYM19j8fQMyggsO9uLJZbivY8z7Nqvcfz04Cu9FAyuqDA4enL413YxDpvBopmw8ioI+nJ/+/mmKAoejweHw0EsFkNV1Xwv6bJI4D++STJg+EgyQIgC8a1vfYuuri7WrVvH9ddfD/SMDVJG4pVcnpgNBlOpFJFIpCD+SJvlk6P5RdH5dEYVtn5QRONpG3brpwG8GbxbDawWBeunAbzSK4Dv2WXvCeAzukJGpyeAz/QE8HoOSqaddh2PI82Rk/n/HbkQq6VnJ/3E2dE7OvFiowJHmrsIyoPQ3F64CYGaEo2jLaPj51tdorNhWZpS//A9dvoHXQCapmGxWLBYLEQiEY6fTvPuIYUPGhUS6uC+V3UVOkdPGjnpd+JxGiydA9fMAY9zxG+u4FksFjweDzabjWg0WhBJ+vO5WOCfSqWG1GhYjD7jIRnwzZ/l5jH59/+XJAOEyLuXX36ZEydOsGzZMn7zm98A8KUvfYnKyso8r2z4KYqCz+fD5XL1aTCY7zV5vd7saMSxNo5JTUMipZBMWUimFZKpnq725vvnfmxB1aAQgtsyv0brWY1wgR9zLQvo6Ch0RQs3oO3vckYFjqTqUoWEahAuwCMudpuBkskQG2SQmw9Wi8HKuRrLZ2W43KIyRVHOGaXWe7qLOdq1z+1arXi9XhRFIRKJkFQz7G9SePdjhaOnL/79qi3XOXHaQB+hIzYhn8GKebBoOjhG12venOj984tGo3k/OnehwN885y+Bv5BkwPCRZIAQedbS0sKPf/xjNmzYwIIFCwB45ZVXOHnyJLfffjvBYDDPKxwZdrudQCAAQDgcLogA3G634/P5UFW1YPob5Iuu81lyIP1psiDV/2MLiZRCa7f1ks8NXwq71SDoSnG4uadjQKGyWgxqyw1OtBV+lcBQRgWOJLsVrqhQON5qFNwYwuoSjaYCrQ4oD+rctizNhNDgA6TeY13NUWpm4G8GXJcSGNpsNnw+X59xdme74b1DCnsbFKKJ83/vKksM2jp0UsM4brSyxODa+TB3cs8xJnFhNpsNr9eLrus5m7rTe5SfmXySwF8MxnhIBvztE6mc3M4/bHbk5HaGiyQDxJjzwx/+kFAoxIYNG7L9Arq7u/nRj37E2rVrqa+vH3PHBXrzeDz4fD7i8XjBBODmedhoNEoqlZsn49HsWJuNdxqcKBgkUwodUcuI9Coo8Wl0dafpCBf2Y6E82HP2vhBHCg7nqMCRVB5UUCwG7eHCWadFMXDZtYKq/lAUg2WzMqyaq2G9wCmP8wX+ZrA1nGNde4+zM5/TMzocOg57Dlk43MyAR41K/QaxhE7sAkmDwZhUZbBqAUyrHdLVjFsOhwOPx0M6nSYWiw1bID6YwL+QjyqIwiLJgOEz2pIBo2v2gRAXsWvXLrq7u7n11lv7NA4MBAKUl5fT0NBAfX39mE0EQM+EgUQiQSAQoKSkhEgkkvcA3Oy07PP5skmBXI9BHE0mlmmU+mL85vduOmI2bDaDMk8Gu9UgmlDojA3PTnl7xIbVZmXaFSkaThTuuLfWLgs2q0FtaaZgegk47QYVxT29DQr1+9Zba1dP88crK+Fku46WyX8ArhsKPo+Frmi+V9Kj2NdTDVBT2jdYs1gsfQIvi8WCruvZwEtV1RGtxFJVFVVVcblcFBcXZ59PZ9XBrDqd7hi894nC3kMKndHPfhfPhhX8bgvFdv2SE36KYjD7Srh2PtSWD/MdGmdSqRSpVAqn00koFEJVVeLx+CUlBfqX+fcO/FVVLfgeBUIUAl0KYgYkyQAxZsTjcbZt28by5cupqKgAPpsgkMlkOHLkCGvXru1zef/3xwpd1+ns7KSoqIhAIEA6nc57AK7rOt3d3TgcDoLBIIlEgkQikbf1FDqP02DTkhjvNBTxToOTtvBnT9cel07QnQEMumIWYsnL//3N6ApnwkXUVWeIxzXOdBTmX0sto9B0RqEiqJPKKITj+XnM9h4VeLxtdD1v6AY0ntIJeHoaDJ4qgKkNpzutTAhpnO7MZ0LF4OrpGa6fr1HksGC3O7KBlxn4mzv+iUQib8+jiUSCZDKJx+OhuLg4W2kV8MCaBQar5xs0noQ9hxQOHuuZLBKOK7iKLFQU65zpuPj32GY1WDANVs6DsrF5oi5vkskkyWQSl8uF2+1m27ZtLFy4MNtA0iSBvxAilyQZIMaM559/Ho/Hw6pVq4Ce4NOsANi6dSuBQIArr7wS6Nnp6erqIhgMZl/sjbWEAPTsKLW1teHz+SguLs5WDeRTKpWio6MDr9dLKBQiEonkvcFSoVIUWDJNpbokw2/edxNTe35HkykLp3uNjgt6M/icOloG2iOX12+gI2rFoliYUafRcFwbkWMJw+FMlwX7p1UCx9ssOa3yMUcFnjibnykBw6U7Bt0xnZkTLXREoD2c3/Uo1vz9rgU8BnestjJjoiubODYDr3wG/udjGAbRaBSLxYLX68Xtdmeb1CkKTKmBKTUGsaTB+w0K7x5SaOtSSGsWait0TpwZ+HvtdBgsmQ3L54LPneM7Nc4kEgnS6TSRSIRHHnmEm266iWuuuQaHwyGBvxAjyJDSgAFJzwAxZmzfvp1XXnmFFStWsGHDhuzljY2NPPnkk1x99dWsW7eOHTt20NTURDgcxmazceeddxIKhfK48tyw2WzZ5omFEoBbrVb8fj+aphGNRqWp0QXEVYXXPnBzrO3CXWoVxSDk0XHaddS0Qnvk0vsN+N0ZNDVNSwHsHF9IRUgnpY18lUC+RwUON79bZ9lMjfmTM3g9Ts5GnLxzMMVHR3umZOTDhGCaE625TcgunmHh5iUGNktm1M5PH0yTumOn4d1DCvubFCaEDI72emnndxssvwoWzwLn6DrmOur03vE3+0x0dHTw/PPPc/jwYW6++WamTJkypo8xisI1HnoG/M1juRl3/U/3FuXkdoaLJAPEmNLe3s6WLVsIh8MsXLiQY8eOcfz4cebOncttt93G4cOHefrpp/nKV75CeXk5b775Jo2NjWzevLnPlIGx3GDQ7Xbj8/lIJpNEo4VxWNfpdOJ2u7NnYcXADAP2Hili1yHngA3DBmK3GoR8BjaLTjTOoPsNKBhUBNIcOZkhPYKTDYbKbjOoKumZODDcj9lCGxU4VEFvTxJg3pWZPs3xFEXB7XZjszn4fUOc3x+Gwy3WnFaH+N06nWF9xMbh9eZ1GtyyJM20msLa9R8Kh8OB1+u94Hn0ZAo+PKJw5JTBqdaefgDzp4JtbOS4CoY5TrJ/4G829Ov9Zmpvb+fXv/414XCY9evXc8UVV+TxHojxaDwkA/6f/8hNMuCfvyLJACFyzjAMDMPIlvp/+OGHNDc3Y7FYCAQCLF26FMMwePjhh4nFYnzhC19gxYoVADz66KPcfvvtVFZW9rnOkT46EI/HefbZZ2lpaQHgrrvuyh5jGGkWiwW/34/D4SiIBoPQ8wLK6/VitVqJRCIFMRqxULWGHbzynotw/NIDJ6ddJ+jRUTDoHES/Aa9Tx6KnONF6uavNjQnFOomU5YLj1i5FoY4KvBwlPp3lszXmTMxwoac0i8WCz+dDURTa2iPsP6aw75iN5hw1bawu1mg6PbK3M+uKDDcvTuMeXa/VBs3lcuFyuaQnS46YgX//yRIXCvwv5NSpU7z88susX7/+nNckQowkSQYMH0kGCJFHFwrg33vvPXbv3s0f/MEf8Nhjj6HrOp///OfZunUrK1asYPbs2Zw5c4YDBw6wYsUK7PaecmzzITLcu45btmxh0qRJLF26FE3TSKVS2QkIuWI2GNQ0jUgkUhDnY+12O16vl1QqVTCjEfOpfzMpoOdYRVzj5XcsNLQMrfWLz5XB69TJXKTfQEUgzfEWjWSeysgHw2EzqCwxaB7Cmf7RMipwMMoCOitma8y6IsOlPH2Zj0FzFFpnFPYfs7HvmI3OERwD6HQYqGqGVHr4f8dcDoObrk4zpy7/z3Ejzaz0KCoqknGuw2gwgX8qlSqII3hCXKrxkAx46P/LTeXpt+9z5uR2hos0EBRjipkIMMv8ewfyVVVVKIpCSUkJf/mXf8nWrVv54Q9/iMPh4E/+5E8wDIMzZ85w6NAhfve737Fx40YWLVqEoijZZoT79++nurq6z5GCy5FIJGhsbOTuu+8GyJYU5pqqqrS2thZUg8F0Ok1nZydut7tPx+yxrvfccvPNMAw0TUPTNOLx+DkvMm9eCFVNDt466Lrsku5Iwkok0RM8KxiUBQbuN3Cm204waMVpTdHUMrT7OlJSmsKxMwqVxRniqoVocvDfk9E2KvBCJoR0VsxOM71Gv6QkgMl8DJqj0JzOBEFPguWz0pxst7D/mI2DJ2zD3l8gmVKoKYWjw/z7NaUqw/pr0vhcw3u9hcowjOxzef8mg2JwBgr8LRZLn+Z+hdJ7RwghhkIqA8S4EY1GefrppyktLWXTpk1Az6ifcDhMeXk56XQ6Ww2wf/9+XnjhBf7oj/4oW6rX1dXFj3/8YxYsWMDq1auHFLw3Nzfzv/7X/6KiooJTp05RW1vLpk2bKCrKX2mRzWYjEAigKErBvMgxy5aBgqlcGA4Wi6VP4G+1WjEMIzu+LJ1OX9IxidZuK6++76YrNryHf21Wg5Ang91qEE0o2X4D5YE0La3asJXkj4Qiu8GE4otXCfQeFVjIVQ+DUV3SkwSYWj18j5Pz7TJndGhssbL/mG1Y+wvYrWBVMkTiQ78uh83ghnqNBVPG95GjwTQZHM8uFvinUqnsc7MQY9V4qAz4xo9zs9n1L388ujLPkgwQ40o4HObJJ5+ko6ODlStXsmjRIgzDYN++fTQ2NgJwyy23EAwGefTRR1m1ahXz5s0D4LnnniORSHDddddRU1MzpHUcP36cRx55hP/6X/8rdXV1/OIXv8DpdLJu3boh38ehcrlc+P1+kskksVisIDpsm82xRuM5WKvV2ueFZv+55el0elhenKc02PaRm0OnRq4luNlvAAziSQUrGo0n8//7cSFVJTrRhIWYem6wWhHS0TIKHSNY+p4LtWUZVs7WmFQ5ckFe78RcNBrtk6xKpuDjZtun/QWGnpCqLtFoahlacmFiRYYN16QJeoe8nDHDfB41j2AVwnN7rvUO/Hs/J0vgL8Y7SQYMn9GWDJBjAmLc0HUdv9/PV7/6VQ4ePEg0GsXpdPLBBx/w1ltvcdVVVxGJRPiXf/kXli1bxtmzZ3E6e8797N+/n5MnT7JixYrsE+ZQJg4Eg0ECgQB1dXUAzJs3j9/97nfDcj+HKpFIoKoqfr+fkpISIpEIqpqbpivnk0ql6OjowOPxEAqFCqZyob/eHaRtNhuKopDJZLIvMuPx+IjtyjlscOOCODWlGjv2u0ak+30ybeF0r7P0PpfCnMkZUqpGKq1joIABusGn/xroKBh6z2U9ExAUMjqkNYOMDpkMaBkGPR3hUp1qt1BkN6gu1Tn5aaA6VkYF1lVkWDlHY2L5yO/06rpOd3c3drsdv9+f7SdgGAZOB8yfpDF/kkZXVGHfcRv7h9Bf4FS7lRK/Rnv40r/eZjVYM19j8fRL65MwHpjPo+bxj9GYXL0UFwv8E4mEBP5CjCOGFEUNSJIBYtwwd2QtFgszZ87MXu50OrHZbNxwww0ArFixgm9/+9vMnTuX6dOnk0qleOutt6irq2PSpEnZvgRmIuBypg74/X5CoRBnzpyhoqKCTz75hIqKimG6p0On6zpdXV04HA6CwSBOp7MgyvRjsRjJZBKfz0cmkyEajeZld6v/6Kjejf3S6TTJZBJN0/Kyttm1KSYENX6910NHdGSD3c/6DTgo86UJRzTOdAz2q/tGahalZ5Sf1QpWy2dvFsXAYqHnTel5U/q/YfS6vs++54bR8xnDAF03mDxBQ0ehud1KtH30VgNMqcqwYrZGTWnuH4/9+wkkEglSqVT2sRAM2ph0hYX1y3SOnEyz97DO/iblkvoLGCi4nBYIX9raqkt0NixLU+offzvelyKZTJJMJvF4PNleMflO+A5V754rEvgLIcTgyTEBMe51dXXxH//xH+i6znXXXcfHH3/M73//ex5++GGCwSCvvvoqTU1NrFu3jiuuuIJoNMrp06fRNI0ZM2YAl1cl0NzczLPPPoumaZSUlHD33XfnfJrAYHm9XrxeL7FYjHh8GA7zDgOn04nb7SYej5NMjlyH2P4vMs3z/WZjv0J9gallYMd+F/tP5LYPRakvTSyu0dKW05sdNIvFoLrUIJKwEB5VYwMNptf09ASoLM5fsGu1Ws95PCiKQjKZRFVVNE07J2lo9hfYd8xG4yX0Fyj1pWkZRNLGYjG4dq7G8lkXHp0ozmWxWPB4PNhstoKtuOrvYoG/lPoLcenGwzGBv/pRbiqhvvOno+uYgCQDhPjUzp07sdvtPP3009x6662sWbOG48eP8/zzz1NfX8+KFSvYvn07n3zyCaqqkkgkcDgcbN68mVAolO/ljzir1UowGMRisRAOhwvihZaiKHi9XqxWK5FI5JKa7g2kd2M/s4mUrut9Av+h3kauHTppZ+s+N+nzjAwcKSVeDTWZprk1pzc7aIrSkxRIpCyfNkYsTIpiMLO2pxKgPJjbJMCFjr2YjwfDMC7YT6C/ZAoOnug5RtB8kWMaxT6dM+06/atIeisP6ty2LM2EkFQDDIXVasXn82EYxkV/hrkkgb8QuTEekgFf/2FuNrO+e39hbuydjxwTEOOeWea/fPlyVFWlubmZNWvWAPDGG29QUVFBfX09R48eZdu2bdxwww0sX74cgCeeeIK9e/dy/fXXZ6+v9zjDsSSTydDe3o7L5SIYDKKqat7K9E2GYRCJRLDZbPj9/mxjrMHovcM5UGO/RCKR92MRw2F6dZqKYIRf73XTFs7dU3571AbYmFSroaXTHD+ds5seFMNQaG5TAIPqUg1VsxRUI0FFMZgzMcPy2VpOyt57B1tm4G8mwS527OVC/QT6czpgwWSNBZMv3l+gI2LhinKd4wMklBTFYNmsDKvmalhHd+uHgpDJZOjq6hrUz3Ck9A/87XY7iqKQTqel1F8IIUaIVAYI8an+pf579+7ltdde49Zbb2XWrFn8/Oc/p6uri1OnTrFixQpuueUWDh06xPbt2/mjP/ojHA4Hra2tlJeXA5fXS2C0UBQFv9+f7SVQKOdNXS4XLperzwg0GDjQGWiHcyzL6PDWQRcfNOVnfGXQkwEtRVNL7/P9haWyREc3FNrC+YsuLRaDq+oyLJulUewbmd/J/jutQJ8jL0Ptd2Ee4bmUBnUn2y3sO2bj4AlbnxGPXpdOOKL3OVpQ7OupBqgpHduP2Xwyf4bJZHJEjoZdLPA33yTwFyI3xkNlwF/8YHCbRUP1va96cnI7w0UqA4T4lKIofRICCxcuxO/3U1lZCfSUkF977bVUV1fz85//nI8//ph0Os0VV1yBw+Hg5MmTfPe73+WBBx6gtrYWh2PkRrzlm2EYdHd3k0gkCAQCuFwuwuFw3nfSk8kkuq7j9XqzO/1QGI398s1qgVWzE9SUaGz9yEUildtEVVfMCriYWJPBYqRpOqVjjNAEgctlnk+vCGlYLApnunOXFLBaDOZPyrB0lkbQMzy/nwM1uuzd7yIej49IsGX2DzAb1EUiEdLp9AW/prpEp7okxdr5qT79BaIJC7UVOk0tAAZXT89w/XwNu7x6GVFmk0G32z3kJoOD2fHv7u4umKMJ+dTZ2cmWLVuIRCIoisLSpUtZtWoVsViMJ554go6ODoqLi/nDP/zDgu0xJIQYXaQyQIgBDLSr/+qrr2Kz2Vi7di0Au3btYufOndx5553U1NTwyCOPcOzYMVavXs3OnTv5whe+wOLFiwe8/qGMJSxE+WgwaLFY+gQ6vRv7pdNpFEXB5XKN2M7WaJdIKT1N9OI9jfR6/xtJWEiPwGjC3nyuDA7SHD2lj9hYwaEqD+rY7AqnO0cuKWCzGiycnOGamWn8Q3ht33+MWv/Hg5kAyDWr1YrX6wUu3k+gP7O/wCcnrXRGDG6s17hywug/ujPamL1ZbDYbHR0dF/zbZQb+vYP//jv+qVRKAv/z6O7uJhwOU1tbSzKZ5Hvf+x5f+cpXeOedd3C73axdu5bXX3+deDzOhg0b8r1cMYaMh8qAB/81mpPb+f4D3pzcznCR3LoQAxiovH/GjBk8/vjjtLa2smnTJpYuXcrVV1+NzWZjx44dtLW1cf/99zNt2jTmzJmT3ZUeKPA3Px4rSYFoNJqtEhjsTuCluFBjv3Q6jaqqA764TCQSeDweQqEQ0Wh0WNc02rkcBi5HhvLAwC/KEyklmyCImImCYUwW9IwktFJVmcFpTXP0pD7oLvO50trV8zxQ4tdwFSmc7FBQlOGpqHDYDOqnaCyZoeG9xMbD55twYQb9hdQALpPJDLqfQH+9+wvoOjIpIE/M3ixWq5XXX3+dkydPsn79esrKyi48FM+kAAAgAElEQVQY+Mfj8VHZdDWfAoEAgUAA6DmqUVFRQXd3Nx999BEPPPAAAFdffTX/+q//KskAIcSwkGSAEINUV1fHX/7lX/Lss8/ygx/8gOuuu476+nri8Tgvvvgid911F9OmTQNg0qRJ53x9Mpnk4MGDtLW14fP5WLp0KYqijJneAplMho6ODpxOJ4FA4LIbDPYfXWae7zd3Ni+1sV8sFiOZTOLz+chkMnlvejhamMmCiuDAL+TjqpIdz9c/aXApyYJo0koUKxUVOh5biqOndLQRrkq4VO3hnsdnyKfjdemc7LAAl/eYLbIbXD1NY/F0Dfcg2jeYFTDmY8JqtQ4qEVZo0uk0nZ2duFwuQqHQJfUTAEkE5JvFYsFqtbJx40aOHDnCM888Q11dHRs2bMBut0vgPwLa29tpbm5m4sSJRCKRbJLA7/cTiUTyvDohRh956TcwSQYIMUi6ruPxeLj33ns5ffo0xcXFADz++ONMnz6dRYsWDfh15gzu7du3884777B48WJ27NjBzp07ueeee7I9CcYK87yw3++npKSEaDRKMpkc8P9eqIO5ORlgOAJ3s1O20+kkFAoRj8fPuyYxOO4iA3fRhZMFvSsJwr2qCyIJyzkBf1y1EFedlJXp+IpSHD2p53wc4sV0Rix0RiDgMQh4NU52WDCMwUWpLofB4ukaV0/TcJ6nncj5KmDG0oSLRCJBMpmUip0C1j8B1XvHP5VKUVNTw1e/+lXee+89/vmf/5kFCxZw7bXXjuk+Obmmqio//elP2bRpE06ns8/nFEUZExWFQojCIMkAIQbJfGFusViYMGECAGfOnKGhoYFvfOMbF/xaXdfZv38/a9asYcWKFdx000288sorPPvss2zevJlQKERXVxfBYDAXd2XEmQ0G4/E4wWCQTCZDQ0MDzc3NnDhxgpaWFh566CGcTmdOG/uZiQqv15udhCA7WSPDTBZMGESyoM9RhLiFjlgRxSUGAWeaY6cyqOnCeuHbHVPojin4XAbFfo1TnRYy+sBJAU+RwZIZGvVTNYrsn11utVrPmZ1uVsCYTdVGe+B/PuYs+6H0ExDDo3fgb/4u9g78L7Tjv3DhQq666irefPNNHnnkEdatW8ecOXPycC/Glkwmw2OPPUZ9fT3z5s0DwOfz0d3dTSAQoLu7O/u4EUIMnqFLacBAJBkgxCXoX85fUVHBP/3TP120q695XtYcw1dUVMSKFSuorq4mFAqhqiq//OUvqays5Prrr8+O+xqNwuEwzc3NNDc3c/LkSc6ePYvb7Wby5MnU1NSwevVqSktLSaVSfcb/5Yp5/tVms2XPMEejuWkqIz4zqGRB3EJkikJHt46aVtAyoOmQyShkPn0fxYauW0imNNKagZbpGaOYyYCWUT79/2S/Vh/GvgSRhEIkoeBxGpQWa7R0WtAyPc8RXpfB0hlpFk7J4CyyYrc7zzn6YgZcuZ7nXih69xMIBALj+nuRCxcL/GOx2CWX+ttsNlavXs3ixYvp7OwcwdWPD4Zh8PTTT1NRUcHq1auzl8+ZM4c9e/awdu1a9uzZw9y5c/O4SiHEWDJ6Iw4hCoCu64Ma72O326mvr+eVV17Bbrezdu1a/H5/dhdl79696LpOcXHxqE0E7N27l9dffx2fz0dNTQ3V1dUsWLCAkpKS7HnTQCCAzWYjHA7nvTRY07TsGebi4mKi0WhekhNiYNlkQQi4YJNjDavVis/nQ9d1otHoBXfUDYNswkDLmO8rvd43L/8s4fBZMkHpk1gwEw7m1wQ9Gew2g+oyC9fMtuEscvUJ/FVVlWB3AOl0mo6Ojmw/ATnGM3T9j5wMR+B/IR6PB49ndM3WLkRHjx7l3XffpbKyku985zsArF+/nrVr1/L444/z9ttvU1xczObNm/O8UiFGH13+9g5IRgsKMYJaWlrw+XzZkr59+/bx5JNPctNNN7Fy5UqsVistLS389re/paysjHXr1gE9O2ZWa+5mnA+HTCaDxWK56FlGs8FgKpUiEokURGBksVjwer0oikIkEhmz5dljncPhwOv15myc5Pl6XvQe5VcIv9+jiaIoeDwe7Ha79BMYpIsF/mZ3fzmGIYQ4n/EwWvBrj4Rzcjv/7//tz8ntDJfRuQUpxCigaRpNTU1omsbKlSuBnlK/hQsXcuTIEa677joAfv/73xMOhwkEAnzyySdMmzZt1CUCgEGv2Ty37/P5LtpgMFd0XSccDuNwOAgGgzkLJsXwSqVSdHR04PF4hr3ao3+wBWQD/2QyKUHrMBmon4Ak6D5zvsDfDPqHe8dfCCHGCukZMDBJBggxQmw2Gz6fj+eee45IJMK6deuIxWLE4/Fs1+UPP/yQhoYGMpkMlZWVPPPMM0yePJk777xzVCYEBsswDMLhMIlEgkAggMvlIhwO5/0FbP9gMhKJSJA3CsViMRKJBD6fD5fLdUnBpKIo5+z4G4aR3emPx+NomjbC90CY/QTMBN147CfQP/C32+0YhpHd6ZfAXwghxFBJMkCIETRnzhwqKip48skn+fDDD3E4HBiGwY033oiqqnz44YfU1NRw3XXXUVxcTGlpKS+//DKqqp7Ti8CcZDCWpNNpzp49mw2+4/E4sVgs38siFouRTCbx+XxkMhmi0ei4CkLGAl3X+wST5nn93hRF6RNsWa3WbOCfTqcl8C8AZoJurPcTGEzgn0qlpEJCCCEuk1QGDEySAUKMIF3XKSsr48EHH+TgwYNomkZtbS3BYJAdO3aQSqWor6+nuLgYTdNQVRVVVQmHw9lkQDqd7jNzfKwlBOCzndxAIEBJSQmRSCTvzfwymQxdXV0UFRWN6SBkrOtd7VFSUkI6nUZRlGzgb57vl9F2hS2RSJBMJvF4PIRCoVHdT8AM/HsH/xL4CyGEyAdJBggxgnoH8DNnzsxe3tDQwL59+5g5cybTp08Hel7s7t69m5qaGiZMmEB7ezuvvPIKqVQKj8fD7bffPqaPDui6TmdnJ0VFRQQCgezIv3y/IFZVlVQqhdfrLZjjDOLC+u+ymo/DVCqVfQx1d3fLz3GUGY39BC4W+JtJjUK+D0IIIcYuSQYIMcIG2skvLi5m8uTJzJgxA4vFgqZp7N+/n+PHj/P1r3+dI0eO8Oqrr2KxWFi7di1vvPEGP/jBD7jvvvtwOp1Azwvji3XuH41UVaWtrQ2v10txcXG2aiCfDMMgEolgs9nw+/3ZF/Ei/6xWa58z/mbgb+74JxKJcwItu90uP8dRrH8/AVVVicfjeT/KI4G/EEIULjklMDBJBgiRByUlJdx0003Zj1tbW3njjTdYs2YNHo+Hd999l2AwyN133w3AlClTePTRRzl79ixVVVVkMhnsdnu+lj/izOA7kUgQDAZxOp1EIpG8n9/WNI3Ozk5cLlc2UaGqal7XNJ5YrdY+gZaiKGQyGTRNI5VKEY/HBxVopdNp+TmOAfnsJ9A/CdU78E+lUtkJExL4CyGEKGSSDBAiD/rv6jc1NaHrOitXriQWi3H48GHuuOOO7OfD4TCtra0YhoHFYuGxxx5jzZo1TJo0KXt95ufGEk3TOHv2LG63OzvyrxB2chOJBKqq4vV6s4kKedE/vMxO/r3Hp2UymWywNRyd5c1z6OYRkEgkIkcHRqGR7icggb8QQox+0kBwYJIMECIP+pf3L1u2jPnz5wNw+vRp0uk0dXV12c+//fbbTJo0iZKSEo4ePcqhQ4f48pe/DPScmfX5fAMeGRgrRwnMHT+/318wDQZ1XSccDmO327OJing8ntc1jVb9R/kpipId5ZdMJtE0bcRKwAc6AjLeRtiNBb37Cfh8vuzP9VIDdAn8L89TTz3FgQMH8Hq9PPTQQwA0Nzfzv//3/yadTmO1WvniF7/IxIkT87xSIYQQvUkyQIg8MxsMulwuAGpqaigtLeXNN99k9erVvPXWWxw6dIh58+bhdrt57733WLlyJUVFRRw6dIhnnnmGVatWcd1112WvK5PJYLVaSafTOByOYV/v9773PQKBAH/8x388rNd9sds1u/sHAgE0TSuIHfl0Op3tVl9cXEwkEhm1Xc5zoffoNJut50+QOcpvpAP/CzGPgDidTpkeMYqZU0DMfgKHDh0iEAgM+DzYO/A3fx8l8L88S5YsYeXKlWzZsiV72UsvvcSNN97IrFmzOHDgAC+++CJf+9rX8rhKIcR4Jkn+gUkyQIg8M0v7zR38oqIibrnlFp555hk+/PBDuru7ueGGG5g3bx6RSATDMCgpKaGpqYnf/va3dHV1ZYMqVVVxuVzZjumvvvoquq6zYcOGYTtCsGPHDioqKvIWKKmqSmtrKz6fj5KSEqLRaN4bDELPeMRkMonP50PX9ezParxSFOWcUn/DMLI7/vF4PO89IAaSTCZRVTVbcl4IvSrEpTP7CZw8eZLHH3+cz33ucyxevBiHwyGB/wiYPHky7e3t51xu/p0wR8cKIYQoLJIMEKLAGIZBXV0dDz30EKdPn8bv9+N2uwFoa2ujtbWVTCZDIpHA6/WyZMkSrr76agB+8pOfMH/+fFauXAnAhg0b6OzsHLZEQFdXFwcOHOBzn/sc27dvH5brvFxmg8FAIJAd+ZfvoM3clSwqKhpXu8tm4N+71N8M/NPpdMEG/ufTv+Q8k8kQjUbHdXJnNOndaHL16tUsXbqU5557ju9+97t88Ytf5IorrpDAPwc2bdrEj370I1588UUMw+DP//zP870kIcQ4pkvPgAFJMkCIAqMoSrbcf8KECcBnZ//fe+89Dh8+jN/vp7q6mmAwSCQSoa2tjd27d5NIJLK9B3bt2sXSpUsJhULAZ8cRhuL5559nw4YNBRPgappGe3s7Lpcre26/EM57q6pKKpUak7vLiqL0OU9ttVqzO6yaphGLxcZME77+yZ1EIlEQVSjiM/0nTNhstuxoSfPoSTqd5sYbb2T+/Pm8+OKLFBUVceutt2afG8XI2LlzJ5s2bWLevHm8//77PPPMM3z1q1/N97KEEEL0IskAIQpQ/6DdbKjW3NyM1Wpl5cqV1NXV8eabb3LkyBESiQRnz57l3nvvxefz8cILL/DRRx8xe/Zs/H5/9jqHkhDYv38/Xq+X2tpaGhoahnwfh5PZ3b93g8F8j4ozd5dtNhs+n29UNqazWCx9giyr1Yqu69kdf1VVx0zgfyGqqvY5OjDc3erF4Awm8E+lUud9jFVUVHDfffdx8OBBHnvsMdauXcu8efNyfC/Gjz179vD5z38egPnz5/PMM8/keUVCiPFsNL3+yiVJBggxSthsNv7Lf/kvHD16lLq6OuLxONu3byedTlNdXc2aNWsoLS2lubmZDz/8kFtvvRW/38+BAweIxWIsXLgw20vgcpICR44cYd++fRw4cCDb5f3nP/95dqpBvpkNBh0OB4FAoGBG/pmN6cxZ6IU6095isfQJtMzkkbnjn0gk8v69zLf+fSGi0ei4/56MlIsF/olEgnQ6fVkv7mbOnMm0adMK8nE4lvj9fg4fPszUqVNpaGigrKws30sSQoiCFo1G+f73v09bWxtlZWU8+OCDeL3ePv9n3759PPHEE9mPT506xZ//+Z+zePFi/u3f/o0DBw5kjxf/2Z/9WZ/pZANRjAv8JT116tQQ7o4QYjj1D+A/+ugjHnvsMebMmcOdd96Jx+MB4Ac/+AGhUIjbb78dVVX51a9+xccff8ycOXOoqalhyZIlQ15LQ0MD27Zty+k0gUvl9Xrxer3EYrGCGfmnKAo+nw+LxUI4HM5bINl/fFrvwN8M/iXIvTCHw4HX65WRksPADPx795zo/fuYSqUuO/AXufHEE0/Q2NhINBrF5/Nx8803U15ezi9+8Qt0Xcdms3H77bdTW1ub76UKIQZQVVWV7yWMuK98qy0nt/MfD19+4vPJJ5/E6/WyceNGfvnLXxKNRvnSl7503v8fjUb52te+xo9+9COKior4t3/7N+rr67nmmmsGfZtSGSDEKNF/J3/u3Ln84R/+IVOmTMkmAnbt2kU4HGbjxo3YbDb27NnDiRMnmDFjBnPnzmXLli0cPXqUO+64Y9iaChYqc8pAMBjE6XQWRINBwzAIh8PY7fZsj4ORDiT777AqikImk8kGWfF4XAL/y2B2qzdHSkajUVKpVL6XVfAuFvjH43EJ/EehzZs3D3j517/+9RyvRAghRq89e/bwd3/3dwCsWrWKv/u7v7tgMuDtt99mwYIFFBUVXfZtSjJAiFHIbCjY+7xrLBbj5Zdf5sYbb6Sqqorjx49nSzRvu+02AG6//XZ27dqVHUHY26UcHZg6dSpTp04dvjs0QjKZTJ8Gg6qqFkRX+HQ6TUdHB263m+LiYiKRyLCcQe8/yq9/4D/aehaMBrFYjEQigc/nw+VyFcTRlELR//exd+BvJqIk8BdCCJELRg6nCTz00EPZ99euXcvatWsH9XXd3d3Z5rbBYJDu7u4L/v+dO3eyfv36Ppc9/fTT/Od//idz5szhnnvuwW63X/A6JBkgxCikKMo5l4XDYWbPns3ChQtRVZUDBw6QTqf7HAtob2+ntbU1m0HMZDJEIhGCweCQGwwWskQiQTKZLKgGg0B29KDf70fXdSKRyKADo/5Bltlk0uznoGmaBFk5ous63d3dOByObNIpFovle1k5JYG/EEII0ePb3/72eT/3rW99i66urnMuv/POO/t8rCjKgK/3TZ2dnRw/frzPxuDdd99NMBhE0zT+/d//nRdeeIEvfvGLF1yrJAOEGCMqKyu56667APj9739PQ0MDixYtyo4njEQivPrqq2zatAmLxcKuXbvYu3cv3d3dlJaWsnnz5iGVGRU6wzDo7u4mkUgQCARwuVx5PbdvMhsfXmh8Xf9GakC2o785Ok3kn3l0wKz4GKtHByTwF0IIMdroBfI36eGHHz7v5wKBAJ2dnYRCITo7O7MTwQaya9cuFi9enH1dCGSrCux2O6tXr+all1666HokGSDEGGEeHQCYNGkSHR0dLFq0KPv5F154gYqKChYvXszevXv5zW9+w5o1a5g9ezY7duzg+eefZ8mSJVx55ZX5ugs5kUqlaGtrw+v1UlJSUjANBlVVJZ1O4/V6cbvdZDIZLBYLhmFkd/zj8Xje+x6IizMrPsyfZSQSGbUjGHsH/na7PTteUgJ/IYQQYngtWrSIHTt2sHHjRnbs2MHVV1993v+7c+fO7CagyUwkGIbBnj17BtW0VZIBQowRvUuJ/H4/a9asyX68f/9+3nvvPf76r/+adDrN7t27WbRoEddeey0A1157LY888gjd3d3ccsst1NTU5Hz9uWY2GAwEAsN6bn+wFEXps+NvtVqzgX8ymaSoqEjO+Y9iuq5nm0X6/f7sz7KQ9Q/8bTbbOc0mJfAXQgghRsbGjRv5/ve/z9atW7OjBQEaGxt57bXX+NM//VMAWltbOXv2LLNmzerz9Y8++ijhcBiAiRMnDmrql4wWFGIM6l0lAPDiiy+STCa54447+Pjjj/n5z3/OP/zDP2C1WgF4//33eemll7jhhhsuaRzJWOF0OgkEAiPWYNBisfQpqzYDf3OMXzqdHnDn2OVy4XK5iMViBdHjQFy+QvtZ9v597L3jb47xM98k8BdCiLFvPIwW3Py3p3NyO0/8w4Sc3M5wkcoAIcag/g1HNmzYkH1fVVWqq6uziYBEIsFHH33EzJkzmTFjRk7XWSiSySSqqmYbDEajUZLJ5GVdl8Vi6RNkmY0Ze5/xH2zJuNn4sHen+tFabj7emT9Lr9eb859l/8DfZrNlfx9lnN/4YxhGNmF8oeZUQgghxj5JBggxxum63udF38SJE/nlL3/Jr3/9a+rr63nppZdQVZX6+nqCwWCeV5s/ZoPBeDxOMBjE6XReNGCzWq19Aiwz8Dd3/BOJxJAbFBqGkS03N6sXCr3cXAzMMAwikQg2mw2/3086nR72YyAS+IvezMDfMIxsAliSAEKI8Uj+7g1MjgkIMU5omkZLSwu1tbWcOHGCHTt2kEwmaWpq4rrrrmP16tXZF4sCPB4PPp+PeDxOJBKho6ODkydP0tzczE033URZWRmZTCYbaGmalpPJBG63O5uokCkCo5vT6cTtdmcbDl6qiwX+qVRKRkyex1NPPcWBAwfwer195kG/8cYbvPXWW1gsFmbNmtWnqipfzGAeuOjo18GMhz1z5gy7du3C4XCwZMkSSkpKzjlaJoQYX8bDMYH/6+GWnNzOz75VmZPbGS5SGSDEOHH27Fm2bdvG8uXLmTx5Ml/60pf42c9+xoIFC5gzZ44kAj6VyWRobW3lxIkTnDp1ipaWFlRVpby8nNraWqZPn46u63R0dORlfWbg6PP5MAyDaDSa9/GI4vKYx1M8Hg9er5eGhgYqKwd+EXGhwN9sTiiB/+AtWbKElStXsmXLluxlDQ0N7Nu3j7/6q7/CZrMRiUTyuMLP9N/JNwN+83HfO/jv/b6mabS3t9PS0sLWrVuZMGECK1as4P333ycej9Pd3c1Pf/pTvv71r0siQAgx5um6/H0ciCQDhBgnJkyYQG1tLT/+8Y+ZMmUK7e3tuFwuli1bxoQJo6vZyXBramri3Xffpbm5GU3TqKiooKamhtmzZ3PDDTdQXFxMIBAglUoRiUTyHnDpuk53dzdFRUUEg0ESiQSJRCKvaxKXx0zoRKNRXnjhBcrKyli/fj3BYDAb9A8U+EtVyNBMnjyZ9vb2Ppft3LmT66+/Pjuz2efz5WNpfei6TmNjI++//z7Nzc243W5WrlzJ7Nmzz6kASKVSfPDBB1RWVlJdXc22bdvYuXMnCxcu5JprruHIkSP85Cc/4dprr+W2225D0zT++3//7zQ1NVFXV5efOyiEECKvJBkgxDiyevVqFi1axO7du1m4cCEzZszA4/Hke1l553K5WLhwIbfeeitFRUXnfN7cwfX5fENuMDicVFVFVVW8Xi+hUIhIJIKmaflelrgE5k6/3+/nr//6r9mzZw+PPvoo1113HcuWLcuO9hMjr7W1lSNHjvDyyy9jt9u57bbbuOKKK/K6pmPHjvHKK68wceJE1qxZg8vlyn6uq6uLX/ziF9x7771ATw+TrVu3snz5cmpqaigtLSUWizFz5kymTp3KjBkz+OCDD5g9ezbQ87s3YcIEjh07JskAIcSYZ0hlwIAkGSDEOOPz+Vi7dm32YzkrChUVFRf9P2Yjv0QiQSAQwOVyEQ6HC6K7fzQaxWq1jlhTOjE8+pf5997xV1WVdDrNlVdeyZ/92Z/x2muv8T/+x/9g48aNXHnllfle+rig6zrxeJwHH3yQ48eP8/jjj/Pwww+P6PPjQKX+pkwmw9atW5k2bRo333zzOZ+32+189NFHtLe3U1JSgtVqpaqqKvu8FAqFKC0tzSZ8i4uLCYVCHDt2LHscpaqqipaWFjKZjBwVE0KIcejCXWaEEGPeeE8EXKp0Os3Zs2eJx+OEQqGCqazIZDJ0dnaiaRqhUGjACgeRO3a7HZfLhd/vp7i4mPLycnw+HzabDVVV6erqoqWlhba2Nrq6urJd/gGKiopYv34999xzD6+99hrPPvtsnu/N+BAMBrnqqqtQFIWJEyeiKMqwTe7QdR1d189J0lkslmwioPdRH7P7fywWQ9d1Tp06la36Ma/D4/FQWlpKU1NT9utKSkro7OzM9hUJhUIcP348+/na2loOHz6c/biuro4zZ86gquqw3E8hhChUvaerjOTbaCOVAUIIcRnMRn6BQICSkhIikQipVCrfy+pzpCHX8+zHq4vt+Eej0csq9S8vL+e+++7j7NmzI7Bq0d/cuXNpaGhg6tSptLa2kslkLivZZ74Y7J1oHWjnPxaLcejQIVRVZfv27VRVVfHFL34Rj8eTrdhatmwZO3fupKmpiUQiQTgcZv78+SxfvpyKigoqKys5fPgw9fX1AFRXV9PY2Eg0GiUQCBAIBGhp+ayD9pVXXsnvfve77Mc1NTW0t7eTSCRwu92XfF+FEEKMbpIMEEKIy6TrOp2dnRQVFREIBEin0wXR3d880mC32wkEAqiqOmw7nONd78DfbrdjtVrRNI1UKjWkwP98FEWhrKxs2K5P9HjiiSeyQfM3v/lNbr75ZpYsWcLTTz/Nt7/9bWw2G3ffffegKqf6j/Pr/zWapnH48GEOHjyI1+tl8eLFBAIBzp49y29/+1tcLhd33XVXn3P75vUtWrSIKVOmcPjw4ez1vvHGGxw7dowHH3yQyZMns2vXrj63febMGSKRCGVlZQQCARoaGrKfr62t7bO+qqoq/uZv/kYqiYQQY54hk5cGJMkAIYQYIlVVaWtrw+v1UlxcTCwWK4ju/ul0mo6ODtxuN8XFxUSj0YKoXhgNFEXJ7vL3DvzT6fSQd/xF/m3evDn7vlnaqSgKX/7yl4GeMYOGYfQJ9Hsn+c43zg96enh88sknTJgwgaqqKnbv3s3u3bupq6vj5MmT/Od//ifr16+nsrKSUCiEzWajrq7uvOf2g8EgixYtyn5cVlbG//yf/xNVVZkzZw6/+tWv2Lt3L9XV1TQ1NZHJZGhpaWHKlCnU1NSQTqez1z1x4kT+9m//ts/1SyJACCHGL0kGCCHEMDAMg0gkQiKRIBgM4nQ6C6a7v3mkwefz4XQ6C6J6oZCYgX/vXf/+gX+h/CzF8FMUJbtbbgb/O3fupKioiOrq6uxRgQuV+odCoWyjx6amJrZv3869997LyZMneeedd7jrrruyTft+9atfsX37dv7gD/6ACRMmZEccnq8KIRaL4XK5srff2NhIcXEx0NMj4Pbbb+e1114jHA5z8803c88991BTUwPAnDlzmDNnTp/rG+gYgxBCjHW6TBMYkCQDhBBiGGmaxtmzZ3G73QSDQZLJJNFoNN/LQtd1uru7cTgcBINBEolEQVQv5NpAgb/FYulzxl8C//Gjra2NxsZGGhsbMQyDJUuWMHXq1Gxpfjwex+PxoKoqjY2NHDhwgEgkwpw5c7j66qsxDIOGhgba2tp44NrLy8UAAA24SURBVIEHgJ7fMVVVCQaDtLW10d7ejqIo/PrXv+bYsWN9uvmXl5dnG/wNlGwAeOutt1BVlc7Ozuz5/zvuuCO7o7948WIWLlyIzTbwS7qLHWMQQggxfkkyQAghRoC5G+/3+wuqwWAqlaKjowOv10soFBrTge/FAv9kMjmm77+4sLfffptnn32Wuro6pk+fTjQa5bnnnuO2227jyiuvZO/evUSjUcrKyjh8+DCvvfYatbW1VFZWsm3bNtrb27npppu44YYb+Pd//3cOHjzIzJkz6ezszI4rdTqdJBIJHn/8caqqqpg5cya33XZbNhkQDAYxDCM7HrD3qFfz/UmTJnHo0CEqKytZunQpdXV1OByOPvfFZrP16WTdu9rhfEkGIYQYT0Zjp/9ckGSAEEKMEF3X6erqyjYY1DSNSCRSECX60WgUq9WK3+9H0zSi0eio/kMpgb+4VKWlpVRVVXH//ffjcDiIx+M899xz7N+/nw0bNqDrOuFwGOjZwf/KV76Cz+cDehrxvfzyy1x//fWEQiGWLl3K9u3bmTJlCo2NjUydOhXo6e7v8/n4whe+kL0M4PDhw1RXVxMIBEgmkxw7duycZID579SpU/t87fn0TgAIIYQQgyHJACHEmNfZ2cmWLVuIRCIoisLSpUtZtWpVzm5fVVVaW1vx+XyUlJQQjUYLokQ/k8nQ2dmJ0+kkFAoRi8VGxbzx3oG/GfxL4C8uVXV1NfF4nNbWVmpqanC73bS2tjJnzhwcDgdOp5POzk4ymQxlZWV0d3fz+uuvc+jQIVpbW4lGo5w5c4aamhpWrVrFnj17+OCDD+jq6sru3FssFtauXcvWrVv54IMPiMVinDx5kkmTJlFRUUFxcTG33norVVVV2f8/kPM1LxRCCCGGQpIBQogxz2KxcNttt1FbW0symeR73/se06dPZ8KECTldh9lgMBAI4HK5CIfDBRGwJpNJVFXF6/XicrmIRCJkMpl8Lwu4eOCfSCRIp9MF8X0Uo4vL5cLlcvHOO++wd+9eTpw4gcvlYvHixQCEQiE6OztJJpN4PB5+97vf0dbWRn19PeXl5bz44os0NTVlm/WtWbOGt956i87OzmwFAcCKFSuYNm0a7777Ln6/nxUrVjBx4sTsGf+ZM2dedK2SABBCiKExpIHggCQZIIQY8wKBAIFAAOg5w1tRUUF3d3fOkwHQ02Cwvb0dl8uVbTAYi8XyXqJvTkOw2+0EAgFUVSUWi+V0DRL4i1ybOHEi7777LldddRXXXHMN06ZNy04PmDBhAo2Njei6zuHDhzl69CgbN25k8uTJHDlyhJaWFpqbm7PXddVVV9HW1saOHTuora3tczvl5eWsW7fuvOvofTxACCGEyBVJBgghxpX29naam5uZOHFiXteRSCRQVbVPg8FCKNFPp9N0dHTgdrspLi4mGo2OSONDRVH6nO+XwF/kQ0lJCVOmTOHOO+/MXmaW5FdVVbFv3z6i0SihUIhAIMC2bdt48803SafTrFixgtOnTwM9wbzNZmPOnDm89dZbfSoD+l/vQGf7JREghBAjSyoDBibJACHEuKGqKj/96U/ZtGkTTqcz38vJNhh0OBx9jg4UQoNBcxqCz+fLHh243HVJ4H/5nnrqKQ4cOIDX6+Whhx7q87lt27bxwgsv8I//+I94vd48rXB0mzhxIu+99x5tbW2UlZVhGEa2JL+8vJyuri5OnTpFfX09Gzdu5M0338Tr9TJz5kyqq6vPafZ38OBB5s6dSzqdxm6397ktKfUXQghRaCQZIIQYFzKZDI899hj19fXMmzcv38vpI5VK0dbWhtfrpaSkhFgsRjwez/ey0HWd7u5uHA4HwWCQeDxOPB6/YFBzvsA/nU5L4H8ZlixZwsqVK9myZUufyzs7O/n4448JhUJ5WtnYUF1dTSQSobu7m7Kysj479IFAgI0bN2ariEpLS9m0aVOfr+89yu/ZZ5/l7bff5v777z8nESCEECK/dCP/Gy2FSJIBQogxzzAMnn76aSoqKli9enW+l3Ne5pSBYDCI0+ksmAaDqVSKjo4OOjs7+dnPfsYXvvAFampqzgn87XY7iqJI4D+MJk+eTHt7+zmX//KXv2TDhg385Cc/ycOqxg63283EiRMHTHAZhsHs2bP7XNa/1F9RFHRdR1EUrr32WtatWzfgEQEhhBCiEEkyQAgx5h09epR3332XyspKvvOd7wCwfv16Zs2aleeVnSuTyfRpMKiqKtFoNO8NBhVFoaKignvvvZennnqKyspK7rzzThwORzbw7+7uLpgpBGPZRx99RCAQoLq6Ot9LGRPuu+++AS9XFOWcxn4DJQ3MyyorK0dmgUIIIYZMegYMTJIBQogxb9KkSTzyyCP5XsYlSSQSJJPJvDQYNHf8e+/6mzv+drudBx54gP/zf/4PDz/8MGvWrKG+vl4aoOVIKpXitdde4/7778/3UsYUXdcHDPTl91oIIcRYJskAIYQoUIZh0N3dTSKRyDYYjEQiw7r7fqHAP51OE4/HSafT59zmwoULmTFjBr/61a/Ys2cPn//856moqBi2dYmBnT17lo6OjmyFS3d3N9/97nf5b//tv+H3+/O8utFLmvsJIcTYJpUBA5NkgBBCFLjeDQaLi4svu8GgxWLp09hvsIH/+bjdbu644w6ampo4dOiQJANyoKqqin/8x3/Mfvz3f//3/MVf/IVMExBCCCHEJZNkgBBCjBJmg8FAIEBxcTGRSIR0Oj3g/x3uwP9C6urqqKurG/L1iHM98cQTNDY2Eo1G+eY3v8nNN9/MNddck+9lCSGEEKNKvnsvFSrFuMB35tSpU7lcixBCiEFyOp0EAgFUVSUej2O1WvuU+5uBfyqVyiYApLmfEEIIIfqrqqrK9xJG3G33H8rJ7bzww+k5uZ3hIpUBQggxCiWTSVRVJRgMUlJSQiqVIpVKEYvFJPAXQgghhOjFHA0r+pJkgBBCjFKGYdDZ2ZnvZQghhBBCiFFIkgFCCCGEEEIIIcYsmSYwMJmlI4QQQgghhBBCjDOSDBBCCCGEEEIIIcYZOSYghBBCCCGEEGLMMgxpIDgQqQwQQgghhBBCCCHGGakMEEIIIYQQQggxZkkDwYFJZYAQQgghhBBCCDHOSGWAEEKIIXnqqac4cOAAXq+Xhx56CIAXXniB/fv3Y7VaKS0t5a677sLtdud5pUIIIYQYj6QyYGBSGSCEEGJIlixZwp/8yZ/0uWz69Ol84xvf4Bvf+AZlZWW8/vrreVqdEEIIIYQYiFQGCCGEGJLJkyfT3t7e57IZM2Zk36+rq+ODDz7I9bKEEEIIIQDQZZrAgKQyQAghxIjavXs3M2fOzPcyhBBCCCFEL1IZIIQQYsT89re/xWKxUF9fn++lCCGEEGKckp4BA5PKACGEECNi9+7d7N+/ny9/+csoipLv5QghhBBCiF6kMkAIIcSwO3jwIFu3buVrX/saDocj38sRQgghxDhm6NIzYCCKYRjnrZk4depULtcihBBiFHriiSdobGwkGo3i8/m4+eabef3119E0LTtOsK6ujjvuuCPPKxVCCCFEf1VVVflewoj73D3v5eR2Xtsyuo5FSmWAEEKIIdm8efM5l11zzTV5WIkQQgghxLmkZ8DApGeAEEIIIYQQQggxzkhlgBBCCCGEEEKIMcswpGfAQKQyQAghhBBCCCGEGGckGSCEEEIIIYQQQowzckxACCGEEEIIIcSYpUsDwQFJZYAQQgghhBBCCDHOSGWAEEIIIYQQQogxy9ClgeBApDJACCGEEEIIIYQYZ6QyQAghhBBCCCHEmGVIz4ABSWWAEEIIIYQQQggxzkhlgBBCCCGEEOL/b+/ufWGJ4jiMP7KrYKOZLYiQYCvRrkQ0l9hOIyr/xHYaRCES0dlEpUAkOuXtRXG9xCaiUVESsclOxAoNM7fTXHYL10vM80mmODNnzjntfHPOb6QfK46tGfAadwZIkiRJkpQw7gyQJEmSJP1Y1gx4nWGAJEmSJElf6PDwkJ2dHa6urlhaWiKXy73a7/T0lM3NTaIoYmxsjImJCQAqlQqlUolarUZfXx/FYpF0uv7nvscEJEmSJEk/VhxFn3K9R3d3N9PT0/T397/ZJ4oi1tfXmZ2dZWVlhf39fS4vLwHY3t5mfHyc1dVVMpkMu7u7Dec0DJAkSZIk6Qt1dXXR2dlZt8/FxQUdHR20t7eTTqcZHh6mXC4TxzFnZ2cMDQ0BMDIyQrlcbjhn3X0DjRYjSZIkSdJ39uf3r0+Z5/HxkYWFhZd2oVCgUCj8t/HDMCSbzb60s9ks5+fn1Go1WltbSaVSAARBQBiGDcezZoAkSZIkSe/U0tLC8vLym88XFxe5vb395/7U1BSDg4MfubRXGQZIkiRJkvTB5ufn3/V+EARUq9WXdrVaJQgC2traeHh44Pn5mVQqRRiGBEHQcDxrBkiSJEmS9M3lcjmur6+pVCo8PT1xcHBAPp+nqamJgYEBjo6OANjb2yOfzzccrymOY3+6KEmSJEnSFzk+PmZjY4O7uzsymQw9PT3Mzc0RhiFra2vMzMwAcHJywtbWFlEUMTo6yuTkJAA3NzeUSiXu7+/p7e2lWCzS3Nxcd07DAEmSJEmSEsZjApIkSZIkJYxhgCRJkiRJCWMYIEmSJElSwhgGSJIkSZKUMIYBkiRJkiQljGGAJEmSJEkJYxggSZIkSVLC/AW9jj/9jXXUlQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "V_10k = mc_prediction(sample_policy, env, num_episodes=10000)\n",
    "plotting.plot_value_function(V_10k, title=\"10,000 Steps\")\n",
    "\n",
    "V_500k = mc_prediction(sample_policy, env, num_episodes=500000)\n",
    "plotting.plot_value_function(V_500k, title=\"500,000 Steps\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (spinningup)",
   "language": "python",
   "name": "spinningup"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
